model3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cisco - Ariel University API Security Detection Challenge 2023\n",
    "\n",
    "## Student ID: 207276775\n",
    "GitHub project: https://github.com/RazElbaz/API_security_challenge\n",
    "\n",
    "The site that helped me find algorithms:\n",
    "https://scikit-learn.org/stable/modules/classes.html#module-sklearn.ensemble\n",
    "\n",
    "### Imports and global settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept</th>\n",
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       "      <th>request.headers.Accept-Language</th>\n",
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       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-User</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
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       "      <td>same-origin</td>\n",
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       "      <td>document</td>\n",
       "      <td>['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...</td>\n",
       "      <td>Wed, 14 Dec 2022 23:59:27 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...</td>\n",
       "      <td></td>\n",
       "      <td>RCE</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>48</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>1</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
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       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
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       "      <td>document</td>\n",
       "      <td>['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:36:21 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/about/greet?id=8730419.2...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>93</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:40 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/static/download_txt/Inez...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>88</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
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       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:45:52 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/categories/check/all?res...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>871</td>\n",
       "      <td>200</td>\n",
       "      <td>[{\"category_id\": \"1\", \"category_name\": \"Bevera...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:48:06 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/id/4581?id=62...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>404 NOT FOUND</td>\n",
       "      <td>application/json</td>\n",
       "      <td>31</td>\n",
       "      <td>404</td>\n",
       "      <td>{\"error\": \"Order ID not found\"}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
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       "  request.headers.Host                         request.headers.User-Agent  \\\n",
       "0       127.0.0.1:5000  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...   \n",
       "1       127.0.0.1:5000  Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...   \n",
       "2       127.0.0.1:5000  Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "3       127.0.0.1:5000  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
       "4       127.0.0.1:5000  Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...   \n",
       "\n",
       "  request.headers.Accept-Encoding request.headers.Accept  \\\n",
       "0               gzip, deflate, br                    */*   \n",
       "1               gzip, deflate, br                    */*   \n",
       "2               gzip, deflate, br                    */*   \n",
       "3               gzip, deflate, br                    */*   \n",
       "4               gzip, deflate, br                    */*   \n",
       "\n",
       "  request.headers.Connection request.headers.Accept-Language  \\\n",
       "0                 keep-alive                           de-CH   \n",
       "1                 keep-alive                  en-US,en;q=0.5   \n",
       "2                 keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "3                 keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "4                 keep-alive                              de   \n",
       "\n",
       "  request.headers.Sec-Fetch-Site request.headers.Sec-Fetch-Mode  \\\n",
       "0                           none                    same-origin   \n",
       "1                           none                    same-origin   \n",
       "2                           none                      websocket   \n",
       "3                           none                      websocket   \n",
       "4                           none                      websocket   \n",
       "\n",
       "  request.headers.Sec-Fetch-User request.headers.Sec-Fetch-Dest  \\\n",
       "0                             ?1                       document   \n",
       "1                             ?1                       document   \n",
       "2                             ?1                       document   \n",
       "3                             ?1                       document   \n",
       "4                             ?1                       document   \n",
       "\n",
       "                          request.headers.Set-Cookie  \\\n",
       "0  ['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...   \n",
       "1  ['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...   \n",
       "2  ['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...   \n",
       "3  ['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...   \n",
       "4  ['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...   \n",
       "\n",
       "            request.headers.Date request.method  \\\n",
       "0  Wed, 14 Dec 2022 23:59:27 GMT            GET   \n",
       "1  Thu, 15 Dec 2022 00:36:21 GMT            GET   \n",
       "2  Thu, 15 Dec 2022 00:47:40 GMT            GET   \n",
       "3  Thu, 15 Dec 2022 00:45:52 GMT            GET   \n",
       "4  Thu, 15 Dec 2022 00:48:06 GMT            GET   \n",
       "\n",
       "                                         request.url request.body  \\\n",
       "0  http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...                \n",
       "1  http://127.0.0.1:5000/about/greet?id=8730419.2...                \n",
       "2  http://127.0.0.1:5000/static/download_txt/Inez...                \n",
       "3  http://127.0.0.1:5000/categories/check/all?res...                \n",
       "4  http://127.0.0.1:5000/orders/get/id/4581?id=62...                \n",
       "\n",
       "  request.Attack_Tag response.status response.headers.Content-Type  \\\n",
       "0                RCE          200 OK      text/html; charset=utf-8   \n",
       "1                NaN          200 OK      text/html; charset=utf-8   \n",
       "2                NaN          200 OK              application/json   \n",
       "3                NaN          200 OK              application/json   \n",
       "4                NaN   404 NOT FOUND              application/json   \n",
       "\n",
       "  response.headers.Content-Length  response.status_code  \\\n",
       "0                              48                   200   \n",
       "1                              93                   200   \n",
       "2                              88                   200   \n",
       "3                             871                   200   \n",
       "4                              31                   404   \n",
       "\n",
       "                                       response.body  \\\n",
       "0                           text/html; charset=utf-8   \n",
       "1                           text/html; charset=utf-8   \n",
       "2  {\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...   \n",
       "3  [{\"category_id\": \"1\", \"category_name\": \"Bevera...   \n",
       "4                    {\"error\": \"Order ID not found\"}   \n",
       "\n",
       "  request.headers.Content-Length response.headers.Location  \\\n",
       "0                            NaN                       NaN   \n",
       "1                            NaN                       NaN   \n",
       "2                            NaN                       NaN   \n",
       "3                            NaN                       NaN   \n",
       "4                            NaN                       NaN   \n",
       "\n",
       "  request.headers.Cookie response.headers.Set-Cookie  \n",
       "0                    NaN                         NaN  \n",
       "1                    NaN                         NaN  \n",
       "2                    NaN                         NaN  \n",
       "3                    NaN                         NaN  \n",
       "4                    NaN                         NaN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Imports, settings and first dataset view\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import json\n",
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer, HashingVectorizer\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "from collections import Counter\n",
    "\n",
    "# Set pandas to show all columns when you print a dataframe\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "# Global setting here you choose the dataset number and classification type for the model\n",
    "dataset_number = 3 # Options are [1, 2, 3, 4]\n",
    "test_type = 'label' # Options are ['label', 'attack_type']\n",
    "\n",
    "# Read the json and read it to a pandas dataframe object, you can change these settings\n",
    "with open(f'./dataset_{str(dataset_number)}_train.json') as file:\n",
    "    raw_ds = json.load(file)\n",
    "df = pd.json_normalize(raw_ds, max_level=2)\n",
    "\n",
    "# Shoe the first five lines of the dataframe to see if everything was read accordingly \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
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      " 'gzip, deflate, br${jndi:ldapinsideworldmusic.com/library/weekly/aa120902a.htm}'\n",
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      " 'gzip, deflate, br${jndi:ldapfinance.boston.com/boston/news/read?GUID=12361213}'\n",
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      " 'gzip, deflate, br${jndi:ldaphttp://pastehtml.com/view/bc97mplgu.html}'\n",
      " 'gzip, deflate, br${jndi:ldapantiquespromotion.ca/Antiques-Quebec}'\n",
      " 'gzip, deflate, br${jndi:ldapkingsportclub.com/js?ref=us.battle.net/d3/en/index}'\n",
      " 'gzip, deflate, br${jndi:ldapspokeo.com/John+Houghtaling}'\n",
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      " 'gzip, deflate, br${jndi:ldapyoutube.com/watch?v=Z0OMktyGOlc}'\n",
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      " 'gzip, deflate, br${jndi:ldapmontreal-business-kit.com/lasalle-district.html}'\n",
      " 'gzip, deflate, br${jndi:ldapjrtinius.net/Surname_001.html}'\n",
      " 'gzip, deflate, br${jndi:ldapcbc.ca/news/canada/ottawa/story/2010/05/10/wellington-change.html}'\n",
      " 'gzip, deflate, br${jndi:ldapdesjardins.com/en/a_propos/profil/histoire/sommaire_biographique.jsp}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Heavy_MTL}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://candiinside88.com/old_aol.1.3/?Login=&amp;Lis=10&amp;LigertID=1993745&amp;us=1}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.bjorklidensgolfklubb.se/index.php/bokakursbromma}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://distractify.com/post/related/id/5548ef6a4a0c4b405b89ea5a/skip/20/limit/10/back/0}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.theregister.co.uk/2002/11/29/where_the_heck_is_all/}'\n",
      " 'gzip, deflate, br${jndi:ldapterewastpcv0.blogspot.co.uk/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://pesoafisic1.hut4.ru/Pessoafisica//?#}'\n",
      " 'gzip, deflate, br${jndi:ldapkundencenter-paypal.com/?de/cgi-bin/webscr?cmd=_verifi-run&dispatch=5885d80a13c0db1f8e263663d3faee8d8494db9703d295b4a2116480ee01a05c}'\n",
      " 'gzip, deflate, br${jndi:ldapweb.utk.edu/~mse/pages/Textiles/index.html}'\n",
      " 'gzip, deflate, br${jndi:ldaputa.edu/english/tim/baseball/film/1940.html}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://justlookapp.com/blog/wp-content/themes/storefront/assets/fonts/d77722bd1cf46a12214c17ad4b362a5c/}'\n",
      " 'gzip, deflate, br${jndi:ldapcampacield.com/plugins/search/content/onlinebanking.bankofamerica.com/accesonline/}'\n",
      " 'gzip, deflate, br${jndi:ldappacifichistoricparks.org/honor_roll.php?iframe=true&width=80%25&height=80%25}'\n",
      " 'gzip, deflate, br${jndi:ldaplibrarything.com/work/2990767}'\n",
      " 'gzip, deflate, br${jndi:ldapwimbledon.com/heritage/history/championships-history}'\n",
      " 'gzip, deflate, br${jndi:ldappoliticalgraveyard.com/bio/harrison.html}'\n",
      " 'gzip, deflate, br${jndi:ldapanti-dockingalliance.co.uk/}'\n",
      " 'gzip, deflate, br${jndi:ldappeople.famouswhy.com/andre_malraux/}'\n",
      " 'gzip, deflate, br${jndi:ldapsocietyoffellows.uchicago.edu/events_archive.html}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.pubyun.com/wiki/lib/exe/css.php?t=dokuwiki&tseed=f1f16e8c6142fab8553f2b9cfe045961}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://enigreen.net/ck/content/21482e44919ae959c9bdc44756e588ac}'\n",
      " 'gzip, deflate, br${jndi:ldapdantemarsh.com/blog.html}'\n",
      " 'gzip, deflate, br${jndi:ldapblog.strangemusicinc.com/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.marketingendesign.nl/sprekers/103-erik-roscam-abbing}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://sltru.org.uk/Attttt/att/index.html}'\n",
      " 'gzip, deflate, br${jndi:ldapyoutube.com/watch?v=kEoO_U_t0w4}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://openup.nl/activiteiten/open-up-tour/festivals?vsig19_0=7}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Kamala_(wrestler)}'\n",
      " 'gzip, deflate, br${jndi:ldapcustomharleypaintsets.com/real-fire.aspx}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.methoni.gov.gr/Default.aspx?tabid=86}'\n",
      " 'gzip, deflate, br${jndi:ldapupdate.com.webscrlcmdl.login.submit.dispatch.5885d80a13c0db187867hf4gh8f76hgf56786.415479vb5465ujg456456785464254.gilbertandgilbert.co.uk/9702623e3e11d94d1a8cc3f49f30a801/login.php}'\n",
      " 'gzip, deflate, br${jndi:ldapberkeleyside.com/tag/julia-scheeres/}'\n",
      " 'gzip, deflate, br${jndi:ldapsciencedaily.com/articles/c/cardiac_arrest.htm}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Jimmy_Rollins}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://haraj.com.sa/pic/%D8%AE%D8%AF%D9%85%D8%A7%D8%AA%20%D8%AA%D8%B9%D9%82%D9%8A%D8%A8}'\n",
      " 'gzip, deflate, br${jndi:ldapfreepages.genealogy.rootsweb.ancestry.com/~markfreeman/rlf.html}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.eendrachthummelo.nl/index.php?option=com_contact&view=contact&id=7:be-de-vries&catid=12:contacts&Itemid=55}'\n",
      " 'gzip, deflate, br${jndi:ldapacronyms.thefreedictionary.com/Geographic+location}'\n",
      " \"gzip, deflate, br${jndi:ldap'9d345009-a-62cb3a1a-s-sites.googlegroups.com/site/stickamcomlogindo/login.html?amp\\\\%3Battredirects=2&attachauth=ANoY7cpLw8j8hoC3NF2hCZct9QxFGVBoL9MqEpzpAVqXTEmdZBRhoRJf8KhFmFnxt-eNxZUDVP0EO4EgWqTKJCARQ0uytMMIWVu4GzGlTWppFtXOrc53DLh10Ppw-B1ccJ7QxN8n2oV3bVTau7tdQUefGdvWAShABhESva_sa5G5OBTbE9fMK3R4YQ_diD17J0GSCicnL602s3VMlQ4vubvmX2jEdEILSg\\\\%3D\\\\%3D&attredirects=0'}\"\n",
      " 'gzip, deflate, br${jndi:ldappastehtml.com/view/bfv2tcev1.html}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Blodgett}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Stowers_Institute}'\n",
      " 'gzip, deflate, br${jndi:ldapgeorgesmithmusic.com/}'\n",
      " 'gzip, deflate, br${jndi:ldaprottentomatoes.com/celebrity/emmanuelle_chriqui/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://szgs.ru/on-the-company/vacancies/73-2009-09-29-10-26-28.html}'\n",
      " 'gzip, deflate, br${jndi:ldapimdb.com/name/nm0004921/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://pornsharing.com/latina-luna-star-strokes-and-rides-hard-dick-by-the-pool_v77959}'\n",
      " 'gzip, deflate, br${jndi:ldapusidentify.com/l/hosey}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://udn.com/news/story/7086/897895-Photoshop-25%E6%AD%B2-%E6%B8%AC%E9%A9%97%E8%AE%93%E4%BA%BA%E7%9C%9F%E5%81%87%E9%9B%A3%E8%BE%A8}'\n",
      " 'gzip, deflate, br${jndi:ldaphttps://www.ballroad.com/wp-includes/widgets/billingdetails/ntxlogin/9a70874e5fe3c296ac4f334801b29414/STORE/GB-EN716/login.php?session=64343164386364393866}'\n",
      " 'gzip, deflate, br${jndi:ldapwebapps-verification-mxnza.com}'\n",
      " 'gzip, deflate, br${jndi:ldapwebmii.asia/Result.aspx/David/Patrick}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.w3.org/TR/SVG/}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.ankarahalitemizleme.com//wp-admin/user/IBlogin.htm}'\n",
      " 'gzip, deflate, br${jndi:ldapthevintageperfumevault.blogspot.com/2010/01/jacqueline-jean-jacques-diener.html}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.zetema.org/templates/rhuk_milkyway/e3bay.co.uk5e.htm}'\n",
      " 'gzip, deflate, br${jndi:ldapfreebase.com/view/en/robert_j_cenker}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://9779.info/%E5%B0%8F%E7%8F%AD%E5%B9%BC%E5%84%BF%E5%89%AA%E7%BA%B8%E8%B4%B4%E7%94%BB/}'\n",
      " 'gzip, deflate, br${jndi:ldapfacebook.com/pages/Don-Ross/40012748727}'\n",
      " 'gzip, deflate, br${jndi:ldapkathakusa.com/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://tobogo.net/cdsb/board.php?board=comic&bm=view&no=191&category=&auth=&page=1&search=&keyword=&recom=}'\n",
      " 'gzip, deflate, br${jndi:ldaptv.com/people/lynda-bellingham-1/}'\n",
      " 'gzip, deflate, br${jndi:ldapcalhospital.org/}'\n",
      " 'gzip, deflate, br${jndi:ldapflickchart.com/Charts.aspx?genre=Romantic+Fantasy}'\n",
      " 'gzip, deflate, br${jndi:ldapca.ratemyteachers.com/loyola-high-school/36738-s}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://tinnhanh360.net/mobifone-vinaphone-viettel-se-trien-khai-ipv6-tu-giua-nam-2016.html}']\n"
     ]
    }
   ],
   "source": [
    "# print(df['request.headers.Accept-Encoding'].tolist())\n",
    "print(df['request.headers.Accept-Encoding'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "request.headers.Host               object\n",
       "request.headers.User-Agent         object\n",
       "request.headers.Accept-Encoding    object\n",
       "request.headers.Accept             object\n",
       "request.headers.Connection         object\n",
       "request.headers.Accept-Language    object\n",
       "request.headers.Sec-Fetch-Site     object\n",
       "request.headers.Sec-Fetch-Mode     object\n",
       "request.headers.Sec-Fetch-User     object\n",
       "request.headers.Sec-Fetch-Dest     object\n",
       "request.headers.Set-Cookie         object\n",
       "request.headers.Date               object\n",
       "request.method                     object\n",
       "request.url                        object\n",
       "request.body                       object\n",
       "request.Attack_Tag                 object\n",
       "response.status                    object\n",
       "response.headers.Content-Type      object\n",
       "response.headers.Content-Length    object\n",
       "response.status_code                int64\n",
       "response.body                      object\n",
       "request.headers.Content-Length     object\n",
       "response.headers.Location          object\n",
       "request.headers.Cookie             object\n",
       "response.headers.Set-Cookie        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from user_agents import parse\n",
    "# j=0\n",
    "# for i in range(1000):\n",
    "#     user_agent = parse(df['request.headers.User-Agent'][j])\n",
    "#     print(j)\n",
    "# #     us = user_agent.is_pc\n",
    "#     print( str(user_agent))\n",
    "#     j+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"['ck=CO2bCCcDwMqZweLr1CnvcYOVNfJB_lj2705Rpuq_siHHFo19JEkYHf_J_9EIubdXiZppjKQXSbQFF4P88fn2cwCGHQ2JKZDBciznGQKHBYvIAr7tAdAqt3QF9aDFRfUupUjNfqOIfIlUVsJs63kYScWDuYabSYX3tld-xLZPQws; Domain=localhost:5000; Expires=Sat, 14 Jan 2023 00:40:25 GMT', 'uu=ZVRufqOuYB-RNcWyqsMhIfKzX937OmSVTp4PtHztYHgqGErC6njHArR2K6uSBALXdl4qdvIHyE6SZJn4Pjm7mlmV-_yiWL5vAUFABw0OR0MuuiayKMYCyFv2gSO1Y_hqrFrzNCKKgwNZBJYMooeBvnupJaTUPod7MAoZUcwp09g; Domain=localhost:5000; Expires=Fri, 30 Dec 2022 00:40:25 GMT', 'session=f4c056f0-a7ed-417d-9381-2559cb40754a; Expires=Thu, 15 Dec 2022 01:10:25 GMT']\""
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['request.headers.Set-Cookie'].iloc[10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic dataset label arrangements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept</th>\n",
       "      <th>request.headers.Connection</th>\n",
       "      <th>request.headers.Accept-Language</th>\n",
       "      <th>request.headers.Sec-Fetch-Site</th>\n",
       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-User</th>\n",
       "      <th>request.headers.Sec-Fetch-Dest</th>\n",
       "      <th>request.headers.Set-Cookie</th>\n",
       "      <th>request.headers.Date</th>\n",
       "      <th>request.method</th>\n",
       "      <th>request.url</th>\n",
       "      <th>request.body</th>\n",
       "      <th>response.status</th>\n",
       "      <th>response.headers.Content-Type</th>\n",
       "      <th>response.headers.Content-Length</th>\n",
       "      <th>response.status_code</th>\n",
       "      <th>response.body</th>\n",
       "      <th>request.headers.Content-Length</th>\n",
       "      <th>response.headers.Location</th>\n",
       "      <th>request.headers.Cookie</th>\n",
       "      <th>response.headers.Set-Cookie</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...</td>\n",
       "      <td>Wed, 14 Dec 2022 23:59:27 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>48</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RCE</td>\n",
       "      <td>Malware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:36:21 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/about/greet?id=8730419.2...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>93</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:40 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/static/download_txt/Inez...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>88</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:45:52 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/categories/check/all?res...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>871</td>\n",
       "      <td>200</td>\n",
       "      <td>[{\"category_id\": \"1\", \"category_name\": \"Bevera...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:48:06 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/id/4581?id=62...</td>\n",
       "      <td></td>\n",
       "      <td>404 NOT FOUND</td>\n",
       "      <td>application/json</td>\n",
       "      <td>31</td>\n",
       "      <td>404</td>\n",
       "      <td>{\"error\": \"Order ID not found\"}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144495</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:49:47 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>34</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144496</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>python-requests/2.28.1</td>\n",
       "      <td>gzip, deflate</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/bookstore</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>41</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"message\": \"Welcome to the Book Store!\"}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144497</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:04 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/Manuel</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>22</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144498</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:42:00 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/6</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>20</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144499</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:44:39 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/10</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>32</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>144500 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       request.headers.Host  \\\n",
       "0            127.0.0.1:5000   \n",
       "1            127.0.0.1:5000   \n",
       "2            127.0.0.1:5000   \n",
       "3            127.0.0.1:5000   \n",
       "4            127.0.0.1:5000   \n",
       "...                     ...   \n",
       "144495       127.0.0.1:5000   \n",
       "144496       127.0.0.1:5000   \n",
       "144497       127.0.0.1:5000   \n",
       "144498       127.0.0.1:5000   \n",
       "144499       127.0.0.1:5000   \n",
       "\n",
       "                               request.headers.User-Agent  \\\n",
       "0       Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...   \n",
       "1       Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...   \n",
       "2       Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "3       Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
       "4       Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...   \n",
       "...                                                   ...   \n",
       "144495  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...   \n",
       "144496                             python-requests/2.28.1   \n",
       "144497  Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...   \n",
       "144498  Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....   \n",
       "144499  Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "\n",
       "       request.headers.Accept-Encoding request.headers.Accept  \\\n",
       "0                    gzip, deflate, br                    */*   \n",
       "1                    gzip, deflate, br                    */*   \n",
       "2                    gzip, deflate, br                    */*   \n",
       "3                    gzip, deflate, br                    */*   \n",
       "4                    gzip, deflate, br                    */*   \n",
       "...                                ...                    ...   \n",
       "144495               gzip, deflate, br                    */*   \n",
       "144496                   gzip, deflate                    */*   \n",
       "144497               gzip, deflate, br                    */*   \n",
       "144498               gzip, deflate, br                    */*   \n",
       "144499               gzip, deflate, br                    */*   \n",
       "\n",
       "       request.headers.Connection request.headers.Accept-Language  \\\n",
       "0                      keep-alive                           de-CH   \n",
       "1                      keep-alive                  en-US,en;q=0.5   \n",
       "2                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "3                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "4                      keep-alive                              de   \n",
       "...                           ...                             ...   \n",
       "144495                 keep-alive                              de   \n",
       "144496                 keep-alive                             NaN   \n",
       "144497                 keep-alive                           de-CH   \n",
       "144498                 keep-alive                  en-US,en;q=0.5   \n",
       "144499                 keep-alive                           de-CH   \n",
       "\n",
       "       request.headers.Sec-Fetch-Site request.headers.Sec-Fetch-Mode  \\\n",
       "0                                none                    same-origin   \n",
       "1                                none                    same-origin   \n",
       "2                                none                      websocket   \n",
       "3                                none                      websocket   \n",
       "4                                none                      websocket   \n",
       "...                               ...                            ...   \n",
       "144495                           none                      websocket   \n",
       "144496                            NaN                            NaN   \n",
       "144497                           none                    same-origin   \n",
       "144498                           none                      websocket   \n",
       "144499                           none                      websocket   \n",
       "\n",
       "       request.headers.Sec-Fetch-User request.headers.Sec-Fetch-Dest  \\\n",
       "0                                  ?1                       document   \n",
       "1                                  ?1                       document   \n",
       "2                                  ?1                       document   \n",
       "3                                  ?1                       document   \n",
       "4                                  ?1                       document   \n",
       "...                               ...                            ...   \n",
       "144495                             ?1                       document   \n",
       "144496                            NaN                            NaN   \n",
       "144497                             ?1                       document   \n",
       "144498                             ?1                       document   \n",
       "144499                             ?1                       document   \n",
       "\n",
       "                               request.headers.Set-Cookie  \\\n",
       "0       ['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...   \n",
       "1       ['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...   \n",
       "2       ['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...   \n",
       "3       ['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...   \n",
       "4       ['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...   \n",
       "...                                                   ...   \n",
       "144495  ['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...   \n",
       "144496                                                NaN   \n",
       "144497  ['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...   \n",
       "144498  ['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...   \n",
       "144499  ['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...   \n",
       "\n",
       "                 request.headers.Date request.method  \\\n",
       "0       Wed, 14 Dec 2022 23:59:27 GMT            GET   \n",
       "1       Thu, 15 Dec 2022 00:36:21 GMT            GET   \n",
       "2       Thu, 15 Dec 2022 00:47:40 GMT            GET   \n",
       "3       Thu, 15 Dec 2022 00:45:52 GMT            GET   \n",
       "4       Thu, 15 Dec 2022 00:48:06 GMT            GET   \n",
       "...                               ...            ...   \n",
       "144495  Thu, 15 Dec 2022 00:49:47 GMT            GET   \n",
       "144496                            NaN            GET   \n",
       "144497  Thu, 15 Dec 2022 00:47:04 GMT            GET   \n",
       "144498  Thu, 15 Dec 2022 00:42:00 GMT            GET   \n",
       "144499  Thu, 15 Dec 2022 00:44:39 GMT            GET   \n",
       "\n",
       "                                              request.url request.body  \\\n",
       "0       http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...                \n",
       "1       http://127.0.0.1:5000/about/greet?id=8730419.2...                \n",
       "2       http://127.0.0.1:5000/static/download_txt/Inez...                \n",
       "3       http://127.0.0.1:5000/categories/check/all?res...                \n",
       "4       http://127.0.0.1:5000/orders/get/id/4581?id=62...                \n",
       "...                                                   ...          ...   \n",
       "144495  http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...                \n",
       "144496                    http://127.0.0.1:5000/bookstore                \n",
       "144497                 http://127.0.0.1:5000/greet/Manuel                \n",
       "144498          http://127.0.0.1:5000/orders/get/random/6                \n",
       "144499         http://127.0.0.1:5000/orders/get/random/10                \n",
       "\n",
       "       response.status response.headers.Content-Type  \\\n",
       "0               200 OK      text/html; charset=utf-8   \n",
       "1               200 OK      text/html; charset=utf-8   \n",
       "2               200 OK              application/json   \n",
       "3               200 OK              application/json   \n",
       "4        404 NOT FOUND              application/json   \n",
       "...                ...                           ...   \n",
       "144495          200 OK      text/html; charset=utf-8   \n",
       "144496          200 OK              application/json   \n",
       "144497          200 OK      text/html; charset=utf-8   \n",
       "144498          200 OK              application/json   \n",
       "144499          200 OK              application/json   \n",
       "\n",
       "       response.headers.Content-Length  response.status_code  \\\n",
       "0                                   48                   200   \n",
       "1                                   93                   200   \n",
       "2                                   88                   200   \n",
       "3                                  871                   200   \n",
       "4                                   31                   404   \n",
       "...                                ...                   ...   \n",
       "144495                              34                   200   \n",
       "144496                              41                   200   \n",
       "144497                              22                   200   \n",
       "144498                              20                   200   \n",
       "144499                              32                   200   \n",
       "\n",
       "                                            response.body  \\\n",
       "0                                text/html; charset=utf-8   \n",
       "1                                text/html; charset=utf-8   \n",
       "2       {\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...   \n",
       "3       [{\"category_id\": \"1\", \"category_name\": \"Bevera...   \n",
       "4                         {\"error\": \"Order ID not found\"}   \n",
       "...                                                   ...   \n",
       "144495                           text/html; charset=utf-8   \n",
       "144496          {\"message\": \"Welcome to the Book Store!\"}   \n",
       "144497                           text/html; charset=utf-8   \n",
       "144498                           [{}, {}, {}, {}, {}, {}]   \n",
       "144499           [{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]   \n",
       "\n",
       "       request.headers.Content-Length response.headers.Location  \\\n",
       "0                                 NaN                       NaN   \n",
       "1                                 NaN                       NaN   \n",
       "2                                 NaN                       NaN   \n",
       "3                                 NaN                       NaN   \n",
       "4                                 NaN                       NaN   \n",
       "...                               ...                       ...   \n",
       "144495                            NaN                       NaN   \n",
       "144496                            NaN                       NaN   \n",
       "144497                            NaN                       NaN   \n",
       "144498                            NaN                       NaN   \n",
       "144499                            NaN                       NaN   \n",
       "\n",
       "       request.headers.Cookie response.headers.Set-Cookie attack_type    label  \n",
       "0                         NaN                         NaN         RCE  Malware  \n",
       "1                         NaN                         NaN      Benign   Benign  \n",
       "2                         NaN                         NaN      Benign   Benign  \n",
       "3                         NaN                         NaN      Benign   Benign  \n",
       "4                         NaN                         NaN      Benign   Benign  \n",
       "...                       ...                         ...         ...      ...  \n",
       "144495                    NaN                         NaN      Benign   Benign  \n",
       "144496                    NaN                         NaN      Benign   Benign  \n",
       "144497                    NaN                         NaN      Benign   Benign  \n",
       "144498                    NaN                         NaN      Benign   Benign  \n",
       "144499                    NaN                         NaN      Benign   Benign  \n",
       "\n",
       "[144500 rows x 26 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fill the black attack tag lines with \"Benign\" string\n",
    "df['request.Attack_Tag'] = df['request.Attack_Tag'].fillna('Benign')\n",
    "df['attack_type'] = df['request.Attack_Tag']\n",
    "\n",
    "# This function will be used in the lambda below to iterate over the label columns \n",
    "# You can use this snippet to run your own lambda on any data with the apply() method\n",
    "def categorize(row):  \n",
    "    if row['request.Attack_Tag'] == 'Benign':\n",
    "        return 'Benign'\n",
    "    return 'Malware'\n",
    "\n",
    "df['label'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "\n",
    "# After finishing the arrangements we delete the irrelevant column\n",
    "df.drop('request.Attack_Tag', axis=1, inplace=True)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "adult_names = df.loc[df['attack_type'] == \"LOG4J\" , \"request.url\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1182946.6302660294&resource=B6627CGqFXYlJwNTOYAFRZAXmmdb_xMqVo9fs52kqb0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Morocco',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6813269.106963856&resource=gU0zIRWMkewYV8-lo2J3l6VO4SetIREmXed6EetOYmc&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5033?id=9411914.976792265',\n",
       " 'http://127.0.0.1:5000/?resource_id=6pbLCHMrD0u-nTXSW__lGE_529TClxr8gnlmenOicSs',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=6828594.241267416&resource=FjyT4ttf5f8EbxEW25E-9Pgb0b3llriP_rtlkuNtCLE',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7508$id=4191938.788574398',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=gu0S3FKxKIwACDm4K0zWqr6safX89mP9AojBt6CEvTI',\n",
       " 'http://127.0.0.1:5000/greet/Gina',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Montserrat',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/about/random_page?filename=U2CkpiDMKWTl3uG2sBawxxgyMQepIcKwx5fMLpuFWJg',\n",
       " 'http://127.0.0.1:5000/states/French%20Southern%20Territories?id=944170.552101566&res_id=bf6upLOCB6vVYwUXL1hFSOGiMsU0C5EaxJoojR4n6Ms',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9216135.98906314&filename=b_3wHrUAeF_6Pnq9EtsITLe8gwIT8531uayXq3hiuJ4',\n",
       " 'http://127.0.0.1:5000/states/Poland?id=7716201.472416602&object_id=pgTjgy1MI_Z6_E-TBJBynCRrfxBa6dK-CcK5uvXKSTY',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=DeliaBessler',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6928792.251072312&res_id=0f5JExnTNttZ0exh3P-YjmIV3PyZqjrtMIM7vj3LPoQ&res=640x360',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=GeorgePfeifer',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5300?id=4478192.837294116&object_id=WDC2LwhedYnZOJ_NNrUt30DAUeb_zPzHyvVFjVe7Oug&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=TPrhEm1cDlT204BailfTg2HrD0cRTj7jM_zPWZqnVx0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Tokelau',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8582?id=984880.1074604996&resource_id=nLlRCdL3DFz6-bd8U3F_GIbrcd0sooNanYdJu9nAx6Y',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1602$id=6429944.554867861&res_id=I2YovbxzWJErcfWa6oK_YuL29RbsyM-I1TyYSWNQ2mU&screen=426x240',\n",
       " 'http://127.0.0.1:5000/post/new?id=462903.35440458846&res_id=BPFjUi7y2Us8PGArkx9XGblp1KXJDl7V1GVwLe2O55o',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9335405.26326231',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1426826.3040445272&resource=0zdMe4rti2ci4cI_EJfR3-fahAuiRWUoSxNxyLbt7LI&ssize=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Tajikistan',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6988$object_id=TtnujBJgNbToMf2YGCSg71ltz-FJDNNNLaZ--loaUlQ',\n",
       " 'http://127.0.0.1:5000/?filename=2Bp1ADJ6yDvHEdKg06xH2uFKbDp3KxXHkdNayVb_nIk&res=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Sint%20Maarten%20(Dutch%20part)',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=188587.932991288&resource=QsyUs2pMZJMtv7Fnkx2AyhgwQ8x9XYSCitAs7NrhE20&res=426x240',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtid%3D7620258.217555406%26res_id%3DrQdL9hpsBDrZdIE-uIlxbotEwZpUEBzNJ-ZDWyI9oxs',\n",
       " 'http://127.0.0.1:5000/states/Hong%20Kong?resource=gG2Moaf7WaRVE30nlW7UfY8ofaU3TerskQ6GA6OKNNI',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9849?id=3706290.9135844246&object_id=MaKvGxKcGzHfef37uFERI_UuGGQ8u2K8rIcJpYq6eCw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=Gk0rsdKacZnMeWcdSTb9hw9k8nMiYFl2yz3uOqvCuO4&resolution=720p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=LeahSchaming',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=P4jvSBaNu4Ni0vSdNPdZqHkkaMt6ZrHvm-xnN5XT3as&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7803177.0197214745&file_id=WlCb2ro3J8cISXwsVbv_kviTuFX307a7yrlcyLbbHHY&resolution=480p',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=BKb0VXnAK6toP-uq3npXPgrZJ2dEjDd9wM7lB_6vFV4&res=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=BarbaraDrake',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1433?id=4166939.9574142587&res_id=1PJwzGsjFJZ7BWFFL5u1sKxTeJnkgFiCO-1K8Ci9ki8&resolution=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3315$id=5178777.0614179345',\n",
       " 'http://127.0.0.1:5000/post/new?id=8666172.167569112&resource=tRgHXFcn7uQZ67_zmydM2yHCgnoEl1IJem5RZVd9c2s&res=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=KarenGrant',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2069579.7903144383&resource=ssXs0_auLAMLJLb5ojPnmYj6ZaIb-KNiol0V5X35Y3c',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/states/NV?filename=rMXDPpaYmec3ytt4mVylo8XWZ8-xym_6lkfj91OVhaU&screen=480p',\n",
       " 'http://127.0.0.1:5000/states/Saint%20Kitts%20and%20Nevis?id=4658828.630755997',\n",
       " 'http://127.0.0.1:5000/post/new?id=7307326.744972625',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Cuba',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/post/new/?id=214515.55630563849',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5953?resource_id=YiMNjxiWRhtaWVv3-AIKpmF9VaePIv_rkn85WAtIMgs',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6799815.075186229&object_id=txH6CNVZN3S_5Lo2hEhIz9sHsqljEbHJDTKgKamiG6k',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Timor-Leste',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/number/14',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Armenia',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=A3y0jsp8hl37v1JwP3B25v0qoDawFjx5_gs1OrTMWng',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=FCaOgLi20pJDZWJk4XSr_jKV5_Z67pnB_T50PZ0cHMA',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=UdY1qlvIfSUBaJNzKOKFYqvcgwr67qgxdiz7l43-0-Q&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8794$object_id=0em5ot98O-HguMmMtiWmCApUKFklTvx4lJvxJSLzwsI',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/post/new?id=4801022.851810923&resource_id=iSdDJlzMoW5zRTcgY_ESH54QuS23lb_NjWCM7pxqsGA&resolution=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5955?id=6007304.503089597',\n",
       " 'http://127.0.0.1:5000/categories/check/number/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Amy.txtobject_id%3D2S_2Exvv1Eo_sx78zx6O2xndm_vO89iGQioAkUuCSrI',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Montserrat',\n",
       " 'http://127.0.0.1:5000/states/CT?object_id=3j4G2pDR4BnLXpxYUxwg7Dh5CyyDcKxorvQUB8ph0k8',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8501?object_id=ATNmn_hD7TrM08X_H0nmdx59EVuRhYOyNxkuH7TggEw',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5543359.027227015&resource_id=6OXDoBKyMpNzUDB-oLwJ67c_W0Ilo8dRcVHYNjFWtMM',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/?id=9810050.833012622&object_id=N-Es3gD7fzdpJaLvyUYeEmQG6IrEgD63IV-DVAfchKU&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/?id=5493697.736413464&resource=08y08EvpOvbuEDsEIbqcx1AIAIGCRxmUshxnBK8hGiY&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=1WCrusuIQDqnhi2NQ5w8owJZdtAIyPLfNKotpWmPcmg',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6685$filename=zVs5VWf7C0a-e03QuI17hDD0nlw_XMscHBcb0hR1CwA&resolution=360p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=_a8RsNLhw-QTAmRK94Ol6Dakc3Nuxd0FCzGib3ECiHQ',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4651377.519584245',\n",
       " 'http://127.0.0.1:5000/login/admin/password/sknwjcnnrtkyfne',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2613$res_id=OuFcd4n5AVX6BhPjmM2uXjc3SjW5gDQRjm1rrghi0E0&res=640x360',\n",
       " 'http://127.0.0.1:5000/post/new?id=3813561.749049702',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7062$id=9584541.80540302',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2673$id=4258704.125256319',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Tuvalu',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7430719.726505835&filename=cMlqzYkPQoC3CJg1_XJXk48EnvwCZaVgbd_Z4xzqKQ4',\n",
       " 'http://127.0.0.1:5000/?id=2619394.0768188303&object_id=TFL5IbV3Y40HXTAAdzSOgfQzXwOSgg6Cgn1GQLzmWcE&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=0pDdNUJ8rOLdOv18QdJz-jfx8vRCvH1AQZit7fV0hlg',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=Nm8AM1c5BqztRflJfADTfA2cyBZyyKesRHSB37KI9xA&screen=854x480',\n",
       " 'http://127.0.0.1:5000/categories/check/number/11',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=R6kpnyYjkmI3BaPJeuqmrQyfpXgu_wucifzpW4WnXgc',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Turkmenistan',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtres_id%3D8GZwaiyR3kBIPHpf4xNBduhkxoNocTp6UXAt2md0wsk%26ssize%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8912$object_id=uMV1KsbuQ5w7k5TI7jp6o74o2Ld6-hnxQH1X7idpx4k&res=240p',\n",
       " 'http://127.0.0.1:5000/?id=2630108.181638457',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=1553837.6950115652&res_id=9jHvQHtrghHOFyBO8TTACc982DPKPW1uarktrR78nyw&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5088090.127323219',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtid%3D8971634.069395728%26resource%3DzrXY7ldcVlrlFnkLQBa5AP9kliVruhQu6Rqgtc21WuE%26resolution%3D1080p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1168$res_id=2moHpRLfC8B9HVgNmZq6jqGPZ22QEhPTZZBiRI3lkLQ&ssize=720p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9461?file_id=YwNFB4Q3FmRH9on-ls1j_IxmvB_Bzc38niW5Bax-efU',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10344?id=936466.5295224403',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=dyE1cBXu4O4EUBVugpomeSq6-I_GuOnN97ZDtWVS-S4',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=1200702.431863178&res_id=qR1zK8A4H4jn7DHq9KIPxTeNBmrx3Rx8mlCWBF9YbfM&resolution=360p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3330401.5852728784&resource=bGhwHjfHmjbaj9jIf7yCYREleRZwPyeZkSb21BFNUR8&ssize=240p',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D7749080.900615649%26filename%3Dp0Nw0tdhyail84B87EH1XT7PMIUFml7ZyAia55xLZPw',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?file_id=s8k_dYiZhUyApX-mRuIVVwzsg7V-Dn8vzG68aIxA8TM&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?id=7652570.391722441&file_id=a9tNtJZhn2dYIEHKQUShr5d6cZhd1MWUbq8ma2K2EEE',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=17zSPWbtTQgYlY_cgzfvwHuVCly-L2PNn3PXrIgJMME',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/?id=6316569.337990946&resource=qit6olJzT1v50mIGxp2b2uQZNTqjJMrfo8oejavn_J0&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7555192.403462875&file_id=yzH7QWXI-Oj_QHnOU6CVU8TFmsU4S5bpcZuDU3fSYmU',\n",
       " 'http://127.0.0.1:5000/?object_id=mKo0E1Pw8yyq8UCFvdyvMsPpknbZeuL2LMCTPypvBuA',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?resource=LQTaVXx1wTsoFpjnrtfW91KW3ULqcGNMcWZ8L_XxJXk&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/?id=1908121.1056881058&filename=kSTCQT9E3HN-ONSPYBlaUi5y2QSB80bO8wXi9JP6Bfs&res=640x360',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3387328.237101578&resource_id=bMxs51g48Oanzs0EwzsTRnRPec3zIuQWXTb85K-Om-E',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/admin/password/yndkruzriafnby',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=JolieArruda',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=9a51y_7IZPEaOx-e_hRZyaCLiZFddUf65NRMn3cksOM&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5932549.668248501&res_id=5EgABdtqpzRqWA8NVV-6bWu1gPrnLcP-2d4f7ofkrNc&screen=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=-tn3xd_DrVxAS2ZczvZVfeNM3GtH7U03MYt2L9qgM2s',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?id=881941.7339142499&filename=fPgp1U1NMnDCDnJMb7AqfbGPql5B5IGhyf9t0IVr3a8&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=4RSQOA-2covPmrCKDO9lpj7Ru8fbflDgY5hXowXt_Mc',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9183461.348363264',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1514000.417232019&resource_id=mE2Oj8o1u4scRp5AmVfkMM5bhuDbZWiW3ZwikWkJCuE',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1910044.7961862234',\n",
       " 'http://127.0.0.1:5000/post/new?id=5543359.027227015&resource_id=6OXDoBKyMpNzUDB-oLwJ67c_W0Ilo8dRcVHYNjFWtMM',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtres_id%3DAWbo42X73sHSXUd5apQyUROkwDm-Rl4zPl1oUEt1RdI%26screen%3D240p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/post/new?filename=9oWHKtD8BRRKTJU2qQl6T2oOtZxjq33sNmzpsLf-iKg&screen=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2876$id=6910001.350216172&resource_id=zEdBUizw6x9qkC3uwR0i-Mtl8qHgAbp6ckiuehdviEc',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/?id=7313395.010156086',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=3Va4y_xt0iNudSM6RNjARSdkblDRxMN9h280bqFH7aI',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6656056.6061996&filename=DYWgDkanSqzu2GLm1HTejKaBVHcVkgHkk2fqdap9Gn4&screen=1080p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1081$id=9442941.6727872&object_id=t_wd0WTkxwes3ir4vLmQ5RcT9Ii2Tc_BwLAFEDACK68',\n",
       " 'http://127.0.0.1:5000/?id=1005483.373634752',\n",
       " 'http://127.0.0.1:5000/login/admin/password/viwgajrwkco',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10097$resource_id=pv1jdCYyEcJVpGER-tlsIMhnt-1ZNGx76v4fefbNElo&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ycqynbilpaheso',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Haiti',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=VJc_oHFHKJzWaf6HUsuQ3nEr4Nzz9a59pBEv11XBBjE',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Thailand',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=RonaldWhitson',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=4lw1aM0Q9uSX0svrbO26b3vAc6YbKlLCLYA5S5j71LU&res=240p',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=SusanGioe',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtfilename%3D2YKAyHuemtYBQDpz1HqoIVhpudet_Sk6fWVhieRMNL0',\n",
       " 'http://127.0.0.1:5000/post/new?id=9335405.26326231',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=IzDEJKByYP5Px0_As2Ecso-gNFXgr9rAqU7oQOFOWgE',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtobject_id%3DdmupSRzWYFnNXzEOuO-rtvV4AFINyCUC7szKCaRvLTs',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/login/admin/password/pvcvzufsijgj',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/login/user?username=Ethel&password=KevinGokey',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=3931017.9668348026',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9709?resource=lL6qWjkVCDVJ_Z7UBiUJX_lhn8iiYxKUvD70rVazZsI&screen=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Eswatini',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=v97YcT9IWG_7UjincBon4iKBmhc1REdB067bBgzQ51U&res=854x480',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1629097.575436977&object_id=hzYF49XJ8M3sPgYX6e0aWfkhj_TLL89Ic_OMk0CrPAM&screen=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Morocco',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=380937.51789224416&filename=vMvffxblGA8YJrVgBFrloXMc_j-9IVf2YtDFcxMy2sc',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/login/admin/password/kdzpgmkdgttom',\n",
       " 'http://127.0.0.1:5000/states/Tanzania,%20United%20Republic%20of?id=9126038.476114754',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4741954.754494967&object_id=BjYs-yxZLKppX_AyWJ12y-jlabhArbPW8iPbuZJwUWw&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3866$id=1206628.0953617066&res_id=iCaJOg2G8zA5rPQFWavjpf10nfFX2tTKBv2pID3brFQ',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9376717.135330506',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7163836.89841258',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6368992.541514709&resource_id=eeydfUdx3w0P2BGKMAAbYz32205uK8sRu_5Nxca-29c&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9877921.856671277&res_id=OMUXkhN4XioEvA_qOppSz-wZsIqZONKos4qXPFDFcIQ&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8050751.790914228&resource_id=rlFkcyqDszBPTN_2BCMU9gfDGxG-vkim6jpJARX7hFc',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Paraguay',\n",
       " 'http://127.0.0.1:5000/categories/check/number/4',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/post/new?file_id=b6-jYKzdRs52w8eMn0zuXdof2WZoJ7l8G8XpmJ_AfCw&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/login/admin/password/yrycfedqdgouttez',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7822269.365838593&file_id=SP-JbryA_RVUv7_ZqC7ZzsAWys9cU8m-DQEprxqBEBo',\n",
       " 'http://127.0.0.1:5000/?filename=tZxZshxdsUjuZ3_0H96T1hC8pu8WiotyAc_Z7NQKufw&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=ED8Vcs0diaOlyDZPXtFApzeRM4pGI_uPO16R_rq_HjU',\n",
       " 'http://127.0.0.1:5000/login/admin/password/rttenckqffcxu',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=346225.7103621775',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=DixieBritt',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=qtMbS-fburJ32QnG668Y_RAn3jKR2zHKQwuu3TcjkA0&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Viet%20Nam',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3119772.8273764034&file_id=SX_JdbdZBug0PZSbMbtulNAlglTIMxrSMMXcoTBA0YI',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=ovleYb8trcqBxfotB0ATyJFONmmPn0aaCM6EUAIE0zM',\n",
       " 'http://127.0.0.1:5000/categories/check/all?file_id=EhqhlKW5eaV-xGBMqGOiKgp5GVnOthw3T5Hj3dIQHXo',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?id=4261444.610367061&resource_id=SdZ5VGbYAJWbQGat6x9SGLqij-_btl3ojUexIwq72Os&res=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?file_id=upHVjfyWWcOJ2097zz23pU5rzBwu9mTNjhQWSruCk0g&res=1280x720',\n",
       " 'http://127.0.0.1:5000/post/new/?id=8956053.908353707&resource=ZEJmoOCckpn4phWItDlevX7LiMEYtrcV8bnggD7bX_Q&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/?id=6186243.617127523&res_id=_PD7OgILs2gfaB4qjGK1m60ca079VyqMJ74emzuyJX8&res=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtid%3D6877405.487399993',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=552403.6026835907&resource=bDRGhmAvtcEG9a9EUC4Vv8na0q8DdnIYIh_7zeJtfE4',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Hong%20Kong',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=HP6H7_SMytEqp4aOLZJCbaxeU2noH3dqgbYTTI_Pj98',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=Iyc3LAewyWb36a7XeGuBJfTEr5lRA4CDlnoW7DCJu9I',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=uRUkfZiDK9gRZ1jTRtz7HpXORC7XRh7vsg3nZWg8IXc',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=DesMkq59WX7A5kXdpCoYC6VCe2_tS95_wg-RjNM8aVw&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/states/GA?id=8022504.324784469&filename=v0c4TXigNLjVSYRYP8D17jUHYWZljG46qiIQtn-0u9M',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtresource%3DcTbxxS0AdD7biD-KtIGW_454nxwhpfETL0kVNa3424g%26ssize%3D1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/login/admin/password/nzhfabjormk',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=a37d1VIYu9mjLGDvDpspcud_zl4Jh0iDhXZSjZi6PsM',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?object_id=k8B-Ayus8kEP58t9M5vSsSJC0g2wlL_UZwUo6sAFNWM&resolution=360p',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=YVSkZovVueBM934SQ9WIjkLSnrgxI_8Bnt8lqgXUiCk&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/?id=8942457.800293518&res_id=gvRg99WZ6zajvebWj4K2zwaDgLhnYqa5S7rBmIFDp64',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=6175235.283247219&file_id=izzhSoEDHT-neKEgB421eGuy_wcDTL9mEOMqhHCh_uw',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7489725.529106469&file_id=JBcl9mk1fhG4ND1SmYM5bAY1-uwzoXOmN0FD-0M8grk',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtresource_id%3DFFgO9yTYIEhYnYdzvTbo_pDlYeAqagIZ55z3lpxo9K8',\n",
       " 'http://127.0.0.1:5000/login/admin/password/jqunmakgromlx',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=jC30AAgQE1VuG3J3Pt43fF5i84KC77udKr7mI-hXE8o&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7855786.414928628',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5318?file_id=9kKhvrDI10ZfR-vD47dImmVHFiR1NVwc1SuPRTbbQj8',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6317779.145165933&res_id=m6TGzUQqn7q-ciJQCuWAJN8INAunn30jgo8jtKKryPs&res=1280x720',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8568088.056935836&resource_id=oc8eFK6RW75r30OvhQmsz0t4S05_GnNfPeGt_aGNWeM&res=720p',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtres_id%3DWwrccUMhIP2OfwprlIStT4iQ0yjYsoFmPJTVMcGtaxc%26resolution%3D720p',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=BluTJmgtsX08csmhjlp__DhtLuBobkch5J9wFcP9wIs&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ensttcnrzrp',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1378721.145818613',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2427845.134557705&resource_id=6QnIt2b_T_8uTURxuha9V5jHh_bv8KOAf3R4LEjW4Ho',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roberto.txtfilename%3Di3LedkKNOTReybgCN7zOKf6dxYMeua_Cz4s4_XHQdDM%26ssize%3D640x360',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6228?resource=H77EgNxhGoC1FVxNQm2luToUGi-SwyR0it94C3mbN4w',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Fiji',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?file_id=de9RMrJ6IZ2ok5Haht5YZ-aNunsA3p7SF0PblB1hIek&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/number/5',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Albania',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=MSwVExgLOjM12hvl4h2-qQz6QPJWQdvlkzGpdAaiETA&screen=2160p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8619771.782687992',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D7842132.755467766%26filename%3DZkgUrsH10D3VJankeywCpd0McEaZgkc5Dp7T91jV9VI',\n",
       " 'http://127.0.0.1:5000/states/Diana?object_id=-0_TdapJBMDA4TawUfzKrigKAAiDCL-KTBH2QD-noGw',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=7880597.766513992',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Andorra',\n",
       " 'http://127.0.0.1:5000/login/admin/password/diijgciykubpcknx',\n",
       " 'http://127.0.0.1:5000/?id=9395919.965326156&res_id=0SBt3IfCdla31RNCnHBaJk3tiKHKXsZTWvwlV8jHw68',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtid%3D6726770.09040033%26object_id%3D55Kqol0vU17RoNnUNr5qICpIpTPFdseZPfEwjFclpW8',\n",
       " 'http://127.0.0.1:5000/post/new?id=1510235.14683901&res_id=ewGqYY6SMMrMOsuTfm9b-BKsm_9chv3Mmg5KaDczCCo&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ytyjpnklceii',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=587232.183852757&resource=_BATlh8zKyCW16Mrzj7RsTQWiveOowE4hGOfE5R0FiM',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/about/greet?id=233510.88961548923&resource_id=xxJCeTLqsDp5ozfwXa5iDf45BpMVGV5ebtBt76Z0JMc',\n",
       " 'http://127.0.0.1:5000/states/Comoros?id=8723323.476212343&filename=lWpF0oBwFrXoqq19lnPH4E_eEttZBc0Hf5vJsUYlVz0',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1574740.3966416488&resource=9pbmmCJuEF3InQQ0maARrkIaZRYlerH37AinTTw4osg',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/login/admin/password/bwydkcwbpbhpj',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/login/user?username=Gina&password=MarcellaKoenig',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=9oWHKtD8BRRKTJU2qQl6T2oOtZxjq33sNmzpsLf-iKg&screen=240p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=MaryHulsey',\n",
       " 'http://127.0.0.1:5000/states/Chile?id=3365281.2407940887&file_id=iFa7a2e0za9KlVCVuuXfkRf0sQ4DGGts99VXIWi0AwQ',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=bDRPLkp3AVvrN5VMU8o7HG07JW_BSMM6PCZSrZxA9wA&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=oMAEJMUh3OdvnhWjYni0ew64JX7KJZQwl4WTyDG6RmA&res=640x360',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7150358.768595682&resource=AslJTUlyWe3iIte0uiI5riQuL5GMLbyNj5SENzMmpdI&resolution=240p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=327749.60654118593&filename=yFk8_oY9xtNXa8D3VyUhjtzGIaj4byMwifydMY67juo',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/?id=8243860.76556036&object_id=GBTY-LroWJ6jgdZh4yKOuYH7IwQfVUdZHmqnl2YFYHU&resolution=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20States',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Uruguay',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4066437.9888101746&object_id=OEo6AC6orxtFMVjPiuYpqD1gHznzPDdFG2lfQxSfM0I',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/states/Lesotho?id=356731.11237817584',\n",
       " 'http://127.0.0.1:5000/post/new/?id=8666172.167569112&resource=tRgHXFcn7uQZ67_zmydM2yHCgnoEl1IJem5RZVd9c2s&res=720p',\n",
       " 'http://127.0.0.1:5000/?id=722571.3314806741&object_id=2I-iJduBIvpLG6hAhsqaJnvIyGXcfrgFGS3PunD-TnM&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/number/11',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=6XHXaMeqy8gWyJ0BafW90k1KfMne_kbTHiEpUoIGeDM&res=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/login/user?username=Manuel&password=RosieHern',\n",
       " 'http://127.0.0.1:5000/states/Bolivia,%20Plurinational%20State%20of?file_id=Mq9Ry_VMTL-KJDZIO_es0MeQW7I_uvIBBcmP8FVT9gk',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/?id=5917633.713930864&file_id=FkSdFyYYImFNMCL2iDhdEOjGX5aOeypyH5d1KQAgBCo',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6166?id=9573807.611815121&filename=v__Ti6An9Ztv_g-8Nn5neogyn9QOBq-swNvG5pibc04',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2751?id=3113645.299021652&filename=I5hobTlqX-3LvRm4ztqHc6gG6ZvF6GW-OQ7GPuKl3Zo',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2122?id=4762365.189255641',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=6p4o5zhEM_Y-NWyeHX1XqZj9ZwqsbGwYU-1VQUODso8&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=DeliaBessler',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mkqjrwzkpmmtouy',\n",
       " 'http://127.0.0.1:5000/post/new/?id=7284438.2821720615&resource_id=P95IG_r1m-qJYEzCcdDblJFw1qp_EgaID2lttsrVLMc&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Estonia',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qdqhaqrnnblwz',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=6180654.679811154&object_id=V8ImbbBjm2VmflR4TE9wmZUsWTdDm50vHfId-4n9zd0&res=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9877$id=6166658.322127588',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5520210.608102992',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=392132.7801265314&resource=iCXSjAwdUWGUvZKrDq7OGffN8yAccVQJL0zeEd2IPtM&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/login/admin/password/jfmlukkgciad',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=3351369.489395011&resource=REPfg_Ompa8gWrNl3NOHymdJqkflbbbsm7uKaim18v0',\n",
       " 'http://127.0.0.1:5000/login/admin/password/suhviwrxopxnoi',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?file_id=Nw0Wr8Qf4HvIAak5LLsTe7DfSPjkr1_jvkXg4dK_7-s&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=cgM3UUJVoMIjzyfwh99E4PjlEMvdUBBcOvsujcWNS7c&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/id/3153?object_id=-a85CvlhqWBGbDeGRTGnMV-UYOwpCzhov_HLi-zj048',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9847196.28613204',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=Ysx61tHyeF2gcXIWRTVRvvRUtK3N4MRtJ5n4KcGBmOw&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?filename=ne0IFG2K4Z4H3Bxd5eweJObNSPj-KTCtc_5meXtBPig',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtid%3D9509703.619374886',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7439650.818771076',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Ukraine',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=HelenArmstrong',\n",
       " 'http://127.0.0.1:5000/post/new?id=64084.12014732593',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10847?id=3967612.0445469823&resource=OgsxUsFyxasM_8E3P1T6Q79sAObfMDpqOhyujYKnlbQ&resolution=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3113569.606402233&res_id=6_7hFkn0Q0NaehYpBgqvbfvdb4YN3lClAeKdZNJz5uw&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=5548127.251927806&resource_id=Xz1nyaYuYgTlXmKIkvMK3f-DT50XCTsGduoAnhhYP3Y',\n",
       " 'http://127.0.0.1:5000/?file_id=j1iQBd1V-zYYIqLeNakvGS9IwnK7zVpdjSURJVaiO14&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/login/admin/password/swqnwpcqgiedg',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Israel',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4522624.922731406&object_id=33ihAZNPBOz4TZk5l5SrnYs-YQcko3f5ppp38UxVaVw',\n",
       " 'http://127.0.0.1:5000/states/San%20Marino?object_id=u0I43BIQNM0TLrxe_-INr5wVpCYN2445ZUhYTdi26Qw&screen=240p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=JenniferMock',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtid%3D2414042.5307763405',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mjrodowiktqvnyb',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?id=2946261.9309659307&res_id=BMYMVUzDRUfekfBu3dK8AkGnoDxyudnX-efNlRec5qY',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=AngelLichtenberg',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10250$id=6789632.963296214',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=P4jvSBaNu4Ni0vSdNPdZqHkkaMt6ZrHvm-xnN5XT3as&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=-du47aE2GnaljDoFI2KK4tehbaUe4XBODjLB6-KJG0U&ssize=240p',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=MjR23qowLZPtf00VEh3NBKKYkFAzBNegoid1yV8xJ38&screen=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=EvelynStamm',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Jordan',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/random/11',\n",
       " 'http://127.0.0.1:5000/?id=4251141.26152246&object_id=BMDVnAeHmu4qhgc8f4kqFsOW9VixZgKRbjIRXARHfCk&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/post/new?id=8510724.74897538&object_id=sjeIQHs_6lmZw6I7LfD5MJtOxm1kD6R4I-EXkHu6uBo',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/states/Mali?id=4145743.5603145426',\n",
       " 'http://127.0.0.1:5000/?res_id=ZWwc3gAVfknDu-e-KatNTUpxo1rt0osPaTHnXjVVbKA',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=StephaineNutt',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=WilliamMadison',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=a37d1VIYu9mjLGDvDpspcud_zl4Jh0iDhXZSjZi6PsM',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2194?id=8123035.3954227455&file_id=2HxGKAMHVntw4fwHGWaMouG13f907YRZ_XrrBGkhsXc',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/states/Chile?id=1919851.5266731374&resource=gU7yJRDIS-uU0P63F5_pEmaFbfsTpofu6c-da4suvEU',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=87iFOlAsJe6OA7zWheJ8AwA7lsYMzaqDIR9vbNjZ5Dc&resolution=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8374?id=1887755.1035107037&res_id=Arv0t-lzrFGVqIKqAsgjs2QfWq_LC_IMv3Aplq4RHZA&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5360849.147098889&file_id=SMU12FlH29t3-Fi682wLw4dPNnr0O9r6xXBfL1Ftmkc',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/login/admin/password/kzfilifynxkn',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1040371.9408578504',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtid%3D8208525.83438029',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=o-dLTVycYUMFAcAzUzRLaOv-QrspAmOgA_cHBBQNZeY&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10207?id=6308991.694033586&resource_id=LSeRVM_Jp27hgMMLDs0TCQ-_-6OcyPMeSVCNP67i4qo&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/orders/get/random/11',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtid%3D7654762.682631444%26file_id%3DMNKHNb9wf7tsDWTryNDpb1pb1__rZNVJRNPwoTYANTA%26resolution%3D2160p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=291560.39632821205',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5202$res_id=X-zZ3HDOYLVl5HkYWLwh7hWvT7-PKrHuTBHzAcDF4eA&res=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=South%20Georgia%20and%20the%20South%20Sandwich%20Islands',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/states/ME?res_id=5ROD-XEQZywFsMQgSuDH5auQFftEmTiMWaXf1eyg4aA',\n",
       " 'http://127.0.0.1:5000/states/Peggy?object_id=FZxswiYY2lZ8ovd3dc__YjxFsRRucUB5e_3ZTvPFBkI&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?filename=XgwAQ_PaNGdnSRX-rzqaiXtasBZy-7_6RIlb6ik-h1k&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/John.txtfilename%3DK5ihO3PORsD8mg-Bgb7qVm9SKqEnqaplT56nsFwVg5U',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4011$id=1550826.6981962284&resource_id=BzJRjmjxPnxNHAvc9cxqZGbaM9yj56-YtCBybxwxZoY',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Cambodia',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=VanOrtiz',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=RosieHern',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/states/Virgin%20Islands,%20British?id=9011104.632474998&object_id=HDvXm9u48u8I6sbON7vKZWTe3WkFV9OLPMpOeBAwf5M',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/admin/password/gbhftcccodrtnj',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6193816.240821523',\n",
       " 'http://127.0.0.1:5000/post/new/?id=3943912.0996839465',\n",
       " 'http://127.0.0.1:5000/login/admin/password/dllkfjjcjcnvcl',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4310$filename=Cjl1qilqHfd5w7TuoxWX7tVexk2u2z_zzxbLBYumVRk',\n",
       " 'http://127.0.0.1:5000/post/new?id=214515.55630563849',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7167?file_id=LoS5zAw9QUx5Xq45pgnhm9ZJ7cv_vpkcU95zSQMtHvQ&screen=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/Guinea-Bissau?id=7798403.020688717&filename=YHYq1WsWgGulYGRXhCE4UXwaLYf5xH0U1v2gHAOqiSM&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=226129.90458170345&res_id=LhB22dZmkiIsoMBt382UeaF4koakEdMUdgnTvceROgk',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7566?id=9491034.160267768',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1374768.3507477285&object_id=RQen3ya7teS7d4NtoqXHI44P8-oC6dxnLtZw0QML_EM&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9835168.572455281&resource=w8-FTVXuljDSxkv1by-az2bSJXQAyHSl1bpZuCt3eSE&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtid%3D7598298.456923765%26res_id%3Dup_UZi93MMhOPIuYOEdOzDLosoNwGhqQQxI1Q_0dbp0',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=2842630.2370709563',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4158326.350255276&resource_id=-7_9Hftn8VtA1cJuUgQ5mgW-lP5aV0xZbo0ud84JHAQ',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9178026.984426597&resource=70Pn51QMrf-1uiMbBq6tmtau0WGwcH40hjb5B6zSJ10&screen=1080p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3457415.2383991447&resource_id=MV1RF7jUpACZy1DSKc_dR_Y4BzZQViO_tcDW7BaR20g',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6015$res_id=Yijg-WK-A1YFNHFg7Ac9ji_yGVbCNhzYbsPR03ZlLyQ',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2239$id=8298051.516401775',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=RubyCarbone',\n",
       " 'http://127.0.0.1:5000/?res_id=mJ5DG8CiiugD4jpcHuDAa_2iPO_NhvU1NEYBGER-CpM&resolution=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1967$id=8191828.418068144',\n",
       " 'http://127.0.0.1:5000/post/new/?id=2715639.635344818',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6270415.884826498',\n",
       " 'http://127.0.0.1:5000/?id=3581572.128033417&object_id=27BBDRESD34fEXOVZ3ZrxpObQsJKOUlf4EmkC5m1RAo&screen=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9865019.94260697',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5613$id=4076368.3399926787&object_id=fEHLKmddq6itYKy82c6M0mEhsNZyoIKvtQs4Exc9Ogc',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/login/admin/password/xdookwksmgjpwk',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=AlvinMackie',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3368121.3978758655&resource=5L-NKDkxDNjKlOEKEF9U7Z_vzl7rIMZrmjn670jxkp8&resolution=240p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5774467.6449045&filename=ZwgkWACteS_KvS6lXcDkVSvOZgUx_tfzZwr9udrL680&res=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?resource_id=kFAYnu-t0DMTHOaiV0BPNVfYDHBpj0y_2v-D_T0iP5I&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new?resource=5wBI0I7KLFuRBIfeENhu2ZOk77EV_8V_D11cFgvX8Xk',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10607?resource=td-Qv1vB52tbm9GhF7WifaVVQHQWHYCgUKmxrrI-Axg&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=866078.377475939',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=5-w5iabD4CUoJ9ySsOS_gTMVTycKQhWthTEyV9mnMJo&screen=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/number/14',\n",
       " 'http://127.0.0.1:5000/login/admin/password/lxqktiweaea',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9588?id=9123991.599667856',\n",
       " 'http://127.0.0.1:5000/about/random_page?filename=BFWtz_X2XxHV6ujv7VG3pCj_PAbK6_0JT_ZDtevlqXY',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10932$id=297795.48635361117&file_id=aPUWRR0BCYLP7v3-kS7JV2VwUOX0APpfoNWvKiomZ58&ssize=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9485392.348795708&resource=3C8ffay8nBY-xFGTY_sTUAXvvjpYTxKH13bhV2meJnY',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=818319.4430591302',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtid%3D2200872.116098384%26object_id%3Dl8L2-cEC3341eQjeoZ6u3ybpZYWAS5CHtnHgdlC3anU',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?object_id=KXv7QBLIwbCw3-pFTxq6bYNd5O0SHIXF-paGASMTRCk',\n",
       " 'http://127.0.0.1:5000/states/Lesotho?id=9727557.545532811&filename=B-3JkES7Kq1AmzZhQBikl6jiBs4ps_Dybprg31FQCr0',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=5058753.208159414&res_id=W7YvCpiXiV4gR_p1lZu9iqZWpdA4LREeZvEa2HS-tyk',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8227?id=2483265.8645114615&resource=JBN5mUDsM2A37lH1AREA2aaTAWm29kA4PuCnDLIRRTI',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?filename=EesSHKyOjGpTZxaygujiPGwi7UR0gUSTAJ6pNvqg7OI',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Angola',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=Uj_bUyZPnpCyoM0lM44PhOOhE0ZgQLrltlhDVDNpePg&resolution=480p',\n",
       " 'http://127.0.0.1:5000/states/Jamaica?id=9803018.687861416&filename=kMKEdrwilZAtYSikdL_iTgb8Ls8Lo6LyZdb_nMakBJ4',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=wg5VYQQX--KVM8tvWRNTrlwdLBCc8r_RtWIuqwRhOEo',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=2021345.8854499625&res_id=3LmaFVUJj7rRA8eQ-DhNao-edxk2AOhLpMrgMh-CSiM&screen=1440p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/togpmagajugdsjf',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20States%20Minor%20Outlying%20Islands',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Iceland',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3169$id=3576959.1695992025&res_id=wADr1P1X-AVc9kPdHBN7jU7hPvm6pRCVewA9fvDxBD4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5704$resource_id=LsINu6KiEXdgtPSeRwk4OoXxXUOtae6iGJ25HSjetwY&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Iceland',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4077965.436876996&resource_id=EJys8ecOcvSiGKPQ7t9ixof9kMp9QO9brJrmP8vIU9A',\n",
       " 'http://127.0.0.1:5000/categories/check/all?file_id=SygqncgvawhwGsfBFdpGlIepcT3mb9YXcQ_tAddqPRg&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/login/admin/password/fuuigbljjwifl',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=WilliamMunoz',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6551052.801128347',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Chad',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qsefgpzxsltwtrq',\n",
       " 'http://127.0.0.1:5000/?id=4894896.526619081&resource_id=6vfTu8sVbosjf2ixD_HcO-1WNWYB4K5FgkY4zKFSLps',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?id=8164774.654714693&resource=_tG2DmnfB3FPq4wxjkjbSSZKdCscVR-2aaDivy8Jzmo',\n",
       " 'http://127.0.0.1:5000/?id=6290058.520804239',\n",
       " 'http://127.0.0.1:5000/login/admin/password/xhntcmvkxwvmxny',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=uO5gSbzsJqlNXQaWYklCJ8pbzFzEMumvNDhkJSGin0c',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/?id=2221087.3722752957&resource_id=Cz-ODPGiCjpGpm4NEhDcF_ZGuHoJeDYDjJBLIDKdHjg&res=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Faroe%20Islands',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=B_RFaPpgf2ZI06KgbiQl0d-M3tHwHrvsnwMuBbNPySs&res=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6357320.06006235',\n",
       " 'http://127.0.0.1:5000/post/new?id=7690269.6407445045',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8116?object_id=P4uyTTtWmx_t6K_eeZfbTJF74e000jVGmbMnYAgtPMA&screen=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9545?id=8141965.244144819',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Taiwan,%20Province%20of%20China',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9263$filename=c5rtIpXNkQCXNpSR-681BG-4Nh7C-L27hOA7rorpa74&resolution=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=SharonGray',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=1622691.960948877&res_id=CZAjWa8jbMUAn6akbojGqYdNMmNPzUmniLMrd4zqGzs',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?id=6206163.870283379&resource=cbIKkVOlM7GjAiSDG4UH1G6KeGbBiTPcik8zcKTwAFo&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Franklyn.txtid%3D8076376.6787270475%26filename%3DAbSlr-DRT2HUIRjLsNF-c1cgR3hzNomfFxwUkSXdYuw%26resolution%3D640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4784474.091219243&filename=rAcHe92ARFNuQ3RdNd_COAC-B2JY1KL1TuUhOnxTXxo',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=OfOjFd0_1mfZ4iQSAsR7qx7diFh-Olf4jivokVlgKL4',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=ElizabethSelf',\n",
       " 'http://127.0.0.1:5000/?resource_id=QraruXA3UoXw4kl2-aBGGhBQ3nWbK-GQx-1SqUPF1Vc&res=480p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?filename=v97YcT9IWG_7UjincBon4iKBmhc1REdB067bBgzQ51U&res=854x480',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/?res_id=EPntWLUiVsQGLwiNKIbP9IgxhViwJPLYSZe5Sxds--w',\n",
       " 'http://127.0.0.1:5000/?id=8795090.084506545&resource_id=PzV7rxfro_yunOqSJU8qFA27eeisGIQ7PcRIyzlSCA4&screen=480p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4404?id=5558667.107958991&file_id=XWCnEtcNEuQVWfgM4UcMGFjZTJGCr7HuHtGM91cVE5Q&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=p1HOS30RGW5S-tFBOejf0tcMU-zA0q5J5yAaX4A0fyo&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Franklyn.txtid%3D9985953.344915362%26res_id%3Dwf3NingL1VM64AhYZx8RK7dr8etfmEoal9Fe38QPI50',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=hbA4ZfEYgSxVFC6azp10Ev53nP9XMXBxq_DbjbpGcZc',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=Sd5-OJ0Y0a0UFO83jz7RibNdGEiHJamBY6hokMdpfdQ&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=JasonDavis',\n",
       " 'http://127.0.0.1:5000/?resource=zB_NpZM8buiolIe42CDxFkALWy6nzTAz5UdDLp1x2gg&screen=2160p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3945155.602073636&object_id=IQNYSKjBsx1Nu5l6GuJu9WxVyOveBZptbZVcZZ32taQ&res=240p',\n",
       " 'http://127.0.0.1:5000/?id=4173688.435748356',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/states/Virgin%20Islands,%20British?res_id=DJmhBQ_QY3lQmJVXd7ECuK9tj_TQwNZKGaWJSidgMM0',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=MargaretWestmoreland',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4804419.466123424&res_id=RCDgBmrLDajpAq3cuSKr9bhZV3ymwbDAjJPol3h7vXU',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5683?id=7848888.242124102&resource=zL28JPn2QEOFLhSGH3tjcyOMPtt6EYm7mKckg1_rddU&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/?filename=Ab8UIy0_FtzVUA6e9JBlZrMQw_nnHKxiaHqqrwkUX1M&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/?filename=ZlgEFNpWsD8RpswOUmo00mEBGtC7ae9CMIOjP6mWzGw&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8717?id=2979377.6545516346&object_id=dDJQzoLSvlrd19YXl3_-4-_On9f69S0vX-aU_-m9SW8&screen=240p',\n",
       " 'http://127.0.0.1:5000/greet/Gina',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Syrian%20Arab%20Republic',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Dominica',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/login/admin/password/anbzckcyeowszb',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=5353968.680723357&filename=hIe_wvseqp78WIJ-0tNO3TOyHm_KD_3rO0l-8EloWOI',\n",
       " 'http://127.0.0.1:5000/post/new/?id=462903.35440458846&res_id=BPFjUi7y2Us8PGArkx9XGblp1KXJDl7V1GVwLe2O55o',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1055?id=5309528.212829431',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=1312446.1273321172',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/8?id=6811977.220156615',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8210$id=4276722.016969208',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/states/Azerbaijan?resource_id=g4kHubOM44_YafTvG8PV_WTN1pzlIlhqbJkIXrn7ed8&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Philippines',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8438061.832261179',\n",
       " 'http://127.0.0.1:5000/states/Serbia?id=1635397.8514182037',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=co3LjveQq7k8-RjvKccFNk8l8qYQ0q1_TUhOgusOkvQ&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Diana.txtfilename%3DLh1-j85xksiFp0l7SnAVuBrR_rNJ4j5wLq7RxRhhj9A',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8557210.072456416&object_id=qvKAxvfiXAQ2N4qpgSg6TqV44WogswhLTdYVNfd7bXI',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4836233.670988391',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=DB1kDQCG5x89-c9uUz8Z6btz3joBwQ7mFxyhyvCQyG4',\n",
       " 'http://127.0.0.1:5000/login/admin/password/hbhgzkpcfkehomf',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=VJc_oHFHKJzWaf6HUsuQ3nEr4Nzz9a59pBEv11XBBjE',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1318979.8595583932&resource_id=mhFBgp4adS411ZQ7J5WBiQqYS29atWuGlh-5Chx-olY',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=oa7_GgWkaj4qgq4Et38-zq-_xeMZ66BTVn2u2T52Pgs&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/post/new?id=7652570.391722441&file_id=a9tNtJZhn2dYIEHKQUShr5d6cZhd1MWUbq8ma2K2EEE',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Niue',\n",
       " 'http://127.0.0.1:5000/?filename=nL-Wze-WA1Tj-G1ToRG9Tq2xpCUjNB331_e0ODPidMw&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Antarctica',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4208?id=1728765.1166296501&res_id=PRmetelT9S9edsb2LLZMc7-NfeTGZPe6SO0WBoznaMI',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=729611.3239136667&resource=VtQQP0EtY7z3MA62XJ85QvrrgF3FF1mUTFv-w5VzcMQ',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9404$id=4516229.435379019&res_id=4LvC7KCwS_PTV_kll7zAxxkY6HqHhqzWQ9vIF9Cyp3U&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/login/admin/password/hyatzvmljrmhoh',\n",
       " 'http://127.0.0.1:5000/states/Mauritius?res_id=5laoOkfhfj5dCLQ5YTWprMmcojzA_kRwxb_lmJ_ObxQ',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4820?id=7569077.033400891&res_id=UN9k6IcHTHLPk73xQmh7bi-BIDEVqXef-UV2Nr3iox8&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9214058.23194983&filename=NLAqhZzcQzzJPVwWqo1sA7n7cBIuc2I6Nnd0WZS9jk4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=U-u6tTp7KINAkxgUdnXKwOBI-Pir1XcSGKjNIRbo9kg&resolution=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=9lPmMd_NWQ1Q9DLwG0Xs_M22h_etODNG5b7zXc3b45g',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2695$id=4295778.414580737',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=584245.2235224168&resource=t7LkkEKDGJa6CUCBnnj0jT5-0oSxzG1uVaopGDcjmCQ&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3134516.3260153984&resource=nAyxRic_dVpGuXhvUouYUpqDQb0EyzHj0o-kX5OJbwM',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Qatar',\n",
       " 'http://127.0.0.1:5000/post/new?filename=qnevy1ZqA_LdAz3JQjYQoSWp0VMuU75Jt229ofrb4Ao&res=480p',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1206698.2538899628',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saint%20Barthélemy',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1036$resource_id=2O0Vkggry8uSQz4MCi5jH_1r2QFcYc8lgfVmNicJcdI',\n",
       " 'http://127.0.0.1:5000/login/admin/password/izbhjnemomido',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=2EFzydGLcbxs_9hlSSUXKLeO8_tXmTEcqPb7JwvGfyo&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=QuintonManning',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2338$id=5789804.35308515&resource_id=GTJD9_jVeUyiWn9JpRWE9DpaXrxN0Tt5cH4JvYwXoP8&res=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10867$resource_id=cJJUZAXkbtnr79Bvr2huHVo-y5pG78oZHjVD4hslAi8&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=109885.93746380828&resource=pe2pVWLTUliRRj75ndiTXISXdOfrmby8btq6iwr0Lz4',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6327?filename=NxuEFWst0vUa6WkOLwxakx51zo3c1082iFUSvVneqUs&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=kzqUaUaFbEVAlhxA2vPpm6VJaryJmyOsqsbcb0ce61c',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=jM2Dw0zHN-a0DFkFiZ25xyKzgVwRZ5_AIrw1tgnk-n0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5571$object_id=_iR5WAEhMp52L-LEWeIDfEFWSw-KEelO5nirBi2dWI0&screen=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=-XPM5GmcvV2F1GkI8MyK-lt-fiR5rnNPqLBiTV_Kzdc&screen=1080p',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=VSQKP4I_hmiWqI1AhhQADKFrUN7mTb8mv38ugVoEZe8&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20Kingdom',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4795332.664694771&file_id=gMcqTTpCcO6pLe-L6CIcYY9xEdfMmJJDjshWkX9c0Gs&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/states/Namibia?id=7247197.348651298&filename=7y_paQ0g9T95usRkqZn9zSAYoglD9ZvUyPiQGr3HuVE&res=854x480',\n",
       " 'http://127.0.0.1:5000/states/Singapore?id=5670827.553221973',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6010$resource=_xj-alyLMIX1QAkgncWOGXOLwJoYRLBz9yHsm4VyN8Y&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2515577.9641986974&resource=IcZRKIIUSgeng_36B6MMn1VJNl7XFzLyQaPNZmE6gb4',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=EvaCorum',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3966$id=729458.0573644468&resource_id=qy5Rfm8B2jB607BMQTCQxcTm0Ql5Qd7BKRu4KEcmMyw',\n",
       " 'http://127.0.0.1:5000/post/new?id=2111470.801631078',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=6603656.354837789&object_id=PxY-LUulR1QlVcZxJgGS6MxSdcpgMksvFFAd26A9avQ&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4908078.6909662755',\n",
       " 'http://127.0.0.1:5000/orders/get/random/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D6652937.141976755%26filename%3Dx0oCQ1MOOl3YoX2T6NTrhgXZKNKVx5MrlN6oB4RYPQ4%26screen%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/post/new/?id=64084.12014732593',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6301?res_id=DuSltK929PS7b-UCXrDIyyVvOP1wlKmnQS6BV3Fhn9U',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=8K98AdZ0hCjFJBJPTYzoV7ZBkgB7DndKnj45suXoD2s',\n",
       " 'http://127.0.0.1:5000/states/Greenland?id=6440192.041932734',\n",
       " 'http://127.0.0.1:5000/categories/check/number/5',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Kazakhstan',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6427?res_id=KbLGEVsKBKMVXNALAVtx_1v9hXTM64nyFYwdQ3T0WPU',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=JoeFields',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?resource=TAMtEZcfFuhsdgbwlZMmA7s92Wepm056WrZ7VeWGPjU',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1721?id=5945217.830269051&resource_id=0DuVsILM9XXTzaNpwyPaRqD6UD7ZNZY2I7Bsj1PSzIU&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/states/South%20Georgia%20and%20the%20South%20Sandwich%20Islands?id=2843250.6188549115&resource_id=9KYkH2oQum8xSqH8DU8pXgO9zzLNssBkN2AFtlw3yOQ',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10854?id=5938474.871074635',\n",
       " 'http://127.0.0.1:5000/states/Guam?id=2516596.4054444297',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D9162736.49140676%26object_id%3D9Zc12XzfjVAeUghf9gLi-1gSXhyrNd7KlALJwSXN-XQ%26res%3D1440p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=895550.8691587031&res_id=ZYTuuT16PSpI5jfN9eTdAG9RWwoRfDWq1gO6TIfFPzs',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2049735.7969735402&filename=K5KpN1IcFJghaw6ya_W0LI3HIVzBTxDBXJpUcNKWrX0&res=1440p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/login/user?username=Manuel&password=BryanShumaker',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Angola',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=2phzn0T0vGjlXJt5FxHfp4rCABCRkPHDVRNv67n-IpY',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=5154063.4305468025&resource=osOue32e3TDdVBRtYOVRAEmROd86-L4D9qucLNKPPVU&ssize=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Central%20African%20Republic',\n",
       " 'http://127.0.0.1:5000/post/new?id=6087555.215160089&filename=Z4a2kdb6hrJm1RYY5b8Yxc1yEMR3v0Esm6dWnCsNYqA&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=5242526.852126259&object_id=vU7d2nWMmhDA8qotrH_z1yQzP5vyJG2oJyAPywd0kb0&ssize=480p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=SharonGray',\n",
       " 'http://127.0.0.1:5000/post/new?id=2150304.147136851&file_id=KHu-6aveZFaAoDRb-Ki4iEZH5wc3Ufhsw94SGv8eaNY',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Peggy.txtobject_id%3DaYY6ESWCKUDxdjXItTdt2Xt4BMXQPi9NKNsApY_5n4E',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saint%20Helena,%20Ascension%20and%20Tristan%20da%20Cunha',\n",
       " 'http://127.0.0.1:5000/post/new?id=4077965.436876996&resource_id=EJys8ecOcvSiGKPQ7t9ixof9kMp9QO9brJrmP8vIU9A',\n",
       " 'http://127.0.0.1:5000/states/MT?id=5176434.53500788&filename=aEcl6XJco1OGLCycmCRAVDSaAs6-YiKKJ8xll5y20nI',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/login/admin/password/cdecvuntsgu',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtfilename%3DRBJ-EfGFTeUY3KaUXSxljZS6eE_dqqagNfVk98cLH70',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4169477.8231077646&resource=MVew_5c5MIFTNELyRUZJ1rPIyo7foHJo8jFzBuz6InE&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=8120177.225275054&resource_id=O7PNZ7t_tubu6yv7y0Vztnhz91yq8VjB1xAmf5U5-FU&res=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8809?resource=puOZizsq2SwzuyYkW6KmvtpC30zRmnzdoeBvnxrSTn0&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5157?id=4010472.245566633',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=pYB2dU2Lgc4bF51Liqh4Ncy9cUkRWMBejp0R3rZmu3I',\n",
       " 'http://127.0.0.1:5000/post/new/?file_id=b6-jYKzdRs52w8eMn0zuXdof2WZoJ7l8G8XpmJ_AfCw&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Matthew.txtfile_id%3DfwEhEzkAn7ItcZD1cURXhbTx3cJuo7PLNXNoncrwees',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=HubertBarksdale',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5019890.783007118&object_id=N9UDzNe6qDREkFEbD_d4w1qx85ER0JfkCSaKrlRpy1Y',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/?id=3289759.618599002&filename=icHlfBobwPHtpN7SeW61Wi9yJeRL1CegdcrIkDFBR3Q',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4204711.009519451&resource=3dGjfRANR0iFT4OwrTj6LK76Br3uTLaHCmEhvN7pmUA',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6653629.62840858&object_id=mmj2OtIz4xKsMR7qTCaduHfZgwruTWMHNXLyfMDIAKs&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/4',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?file_id=QtP7VKyc1U7duDUEG0UNukzAoF72_XBHJRSCi0R6SkA',\n",
       " 'http://127.0.0.1:5000/orders/get/id/3619?id=5188864.542935401&file_id=Mu9CVNBumA1uIyuhayQFa2suFZ3WsOSJCDbFsEqfGNE&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Franklyn.txtobject_id%3DS3h-oNh60WA2yy-7ryg_xufbGvm06FmF3UClWSdDLj0%26ssize%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9294$id=9431936.845497463&file_id=UVK2AblL-fpGNpmN-qsAtTaWAiJsc29EOa5d2Fl5E-M&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=ChristianNelson',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saudi%20Arabia',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=VanessaWheeler',\n",
       " 'http://127.0.0.1:5000/post/new?id=4059947.5521416073',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7510$object_id=X8ePpuOA2PERV-efL8T2SRS7-GGacAQ6sBZlZ-vDsA8',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?object_id=arZ_gmgLGZ4KVVb_A2vWWptAkohcbd604RmnQUEJAoU&screen=720p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/petkzbbzgzenu',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7594$id=447255.8004038111&res_id=tv9WFPDN4dBvJqXxOpxqvu2NarsdnHFJ5gdXioV8Gnw',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=2401597.465081749&file_id=LMbswdhGPTjXlAiph2pBr8a2SeWL_EZvaKaAxG74b2A&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6386?id=4494516.266547062&filename=DjRQjA-9zWoMivnpzZnFO8yJCrupFuh1skH721H-Rp8',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4106904.5631465893&resource_id=tgBkmK9k3LRPebdwefM4w38Q8y5Wemeg6lcEvcowtfc&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/number/11',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10799$id=3510822.148699372&res_id=imr1UfexkpIBNoZWvtwACAnGAV_zlqF025fNwoLuz7A',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1517$id=4029310.788850253&file_id=ZyzYGH1cU-6JUtRn6gPBBgaohJaGuJaJR7avPGEzLRw',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6252$resource_id=AO6M8xgmFK_i1M4N3YuOv4379TVeaH1XQMD9C3wB5tU&res=1440p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4896988.84450215',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=ypUu7_xqD-0zfULhV2CjfcaVGwpmK3Yl1V28cHtxR-0',\n",
       " 'http://127.0.0.1:5000/post/new?file_id=QtP7VKyc1U7duDUEG0UNukzAoF72_XBHJRSCi0R6SkA',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?filename=TAlIchiigdpmjZKRRScgXRr1N48dnlHuoGW2UpRUZVU&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/states/Belgium?id=4151909.1601785',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7631914.996138144&filename=oxHazvSO5Urt0yA8wQnoEAC1r-BBZgpamKEPb_L3nII&res=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/login/admin/password/rrtapvsjkuqlyjio',\n",
       " 'http://127.0.0.1:5000/?id=8374312.4483189&filename=VVWjuq7n0d6f5jfjK0O5FPiy3IaplbVzYsUVSURKkVA',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Ethel.txtobject_id%3Duf_NNjIBFD_updQ3n2UWpwi0W6SWxB49eBY2aGKcQ_s',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=263745.99324273586&resource_id=riRDlDlb0ADYKYOp-TtTnV6n1Bi-YVBPlfrqLEX9rho&ssize=480p',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=Yy1LYeZ3jlGl6IT1lI0Zf_4H-IfZxsgo6mQrVEkszJQ&res=2160p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/post/new?id=2745689.8986994023&file_id=bEnhaVxmWFk0QAZHM4O6tt3Gk_37-_-HoFiiCeTYEmc&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5163$id=5771277.785333229&object_id=iLddzAcr2Qh6JxOzdWMvAkuF3Q85m3G_oe7C08P3i0g',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtid%3D8328459.386114418%26object_id%3DcC8lO9V9BHdX1wm0aSItc6RDmg14cCLqNmHtj89tMgk%26resolution%3D240p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?id=4836103.249607056',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/login/admin/password/rxdwxgywetcvx',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=6j-RCLG3Fz04CsSz5eK7fouZptwE2CCKYHRUzmcIyus',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=5078894.244909017',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=1850025.8300389326',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Namibia',\n",
       " 'http://127.0.0.1:5000/login/admin/password/bumvmuynfqko',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=FUjpg75j7pGwphaC1yGh0KE0Hnou8-OefhgnMKxoQug',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?resource=RGUyvwT69c2ZWbrNJkJk4OgH8e8p2grC_UmebQskjas&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=c-IG2JBnwNgZj9Pd_hpjgraWPShG3gdm3p-RcLX7pa4&resolution=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9410219.824575698',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5225?id=5611943.839940286&filename=hsyJDSIHTj3wH5d5A3jghpomyTKHewXo-5h_pOZzDJY&ssize=360p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5893212.752686832',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1947?object_id=39wcvzRIKbh_hFdpb4q9TF9D1Z7pbNjUVhy4lrMPg7M',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=RobertPenderel',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7911540.895298446&resource_id=PHhmbc9LfDIAkkFCG4Klxsj09q-5QUnPQIaVGCEimSw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=ZYcExK3xGZ_eff8KKe2s46zZsCsGHBeLy54RdB7kYfU&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/8?id=226004.90161762538',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3497068.2856784845&resource_id=sgzQEwD5crXu6O3Xef-_nqLyvudp6T1jJ6oSlUPCMAk&res=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/login/user?username=Ethel&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/login/admin/password/odyuigzmsmta',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8053878.38760034',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=RQY5xswIGtdVbMOpcZDgP07zmxQBNKq632T0nusxF5U&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7450330.258912605&res_id=Vv6vaK0gyZCWz4gPc72OKlafr-DnhjOR-tHFIjDEiPA',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/post/new?filename=ckB1t1eaUAjmMrNxn_IcnnemMoGPRA6foxB2w3Te5xY',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/login/admin/password/afyakchdifoufnw',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9034?id=5954542.217731348',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4229382.238689135&filename=-Jc_QWKK6DBJxYv2rq84ibzWBHjB88sW_TGmIW8hHZM',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=3377958.813662374&object_id=splRLd8t67TAdU284yNABwllBkXXKct3LUSKYr8Yk-A',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4463$id=6523049.274806202',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=Fil8XoLLANejKGNdAhYGH5F2KWAaGk1JODYCOh6qGJg',\n",
       " 'http://127.0.0.1:5000/post/new?id=2580233.7075387686',\n",
       " 'http://127.0.0.1:5000/login/admin/password/byhcrwldwnwix',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?resource_id=169NNusGO2cfK7h7k4jhbhFBlkfHxJ515_59ShroPS4&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=RJnKyIllWSmqZ2BLkhfDxMy_NO_dryMp_PCCRzFRAJU&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8041919.480886043&object_id=gqnGfY8stkaQpRxtgXntV7zMYM0VXJm17823sewnOb4',\n",
       " 'http://127.0.0.1:5000/states/MT?id=5595434.145583602&filename=kpCCNtZ4F01KzNZJ4eNGMd2EJk6FBFUxNJEocQvj2zs',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=PhGUg3kD5squlOKm38LIjyfIRDFEKTP0FoEJWNRuNWc',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=1uZFf1dFQJ97HpORZBSIxsKUjlfH_NONKWuiKc4Ai58',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6201$id=9546421.808518026',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=676802.0384125011&file_id=KTzDuSpmJq8ln-4jqPpc91gTy2TUTynzKXmGEB8D6EE&screen=480p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2826?id=8160142.558174848&resource_id=IDV650SNehl_T9MVTG64h5P0vmLfJmgPflRnkZq2vRg',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Lloyd.txtid%3D7022594.143478457%26filename%3DKJ4iZalsN6FG3b5d5tSpHweGjiEyOVeLwaEMyICb70A%26resolution%3D360p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5881652.482086876&filename=ZokRI3GWfQCZ_2LbN4Sj7uK5SJ3HkEOQ4CJXuA7LFFw',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=8405255.03214408',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=DavidCollins',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Australia',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2063$id=575559.1850506037&resource_id=OdayOHC_u3q5e_uyAlIeI8IDtOOBF2RRUHrVAIFwmnI',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=eW6r_kdGv7hxXN0VO9cpgghjseffk88DPmHDyFmefTw&ssize=720p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5250579.663122322&resource_id=5m8UsNT8eeKJO1tjxNNbK_HXz-5hc5JILwk2uU14kug',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/states/Bonaire,%20Sint%20Eustatius%20and%20Saba?id=4949483.03262435&file_id=OdZWf3qvZW_8K8J-fSVqsPsh8pl1L7LyunVARvIcytw',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=NNj7gYppgjBs0HJnXX2w7QEv2A3NPgEHR-SF8s2m2P4&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/states/NC?id=6701825.462378344',\n",
       " 'http://127.0.0.1:5000/post/new/?id=677329.7150013314',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/?id=8982002.210659815&res_id=G1TospCwV8y0dHvCBPFNeHuSE5k0OuC1TOIfGO-aW6w',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=WilliamRushing',\n",
       " 'http://127.0.0.1:5000/post/new?resource=PhGUg3kD5squlOKm38LIjyfIRDFEKTP0FoEJWNRuNWc',\n",
       " 'http://127.0.0.1:5000/post/new?id=6101910.081943736',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=1966428.3264804757',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2821065.194722334',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10850$id=6313225.66667463&filename=UnS4xWrD_Qc6frg_UXv3q1JhCcnXIBIZUl_nxUs4zME&screen=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7417685.055475018',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8846$file_id=mxBVDkFDB3NTL1ttBxEKNGbSOhhorGkijihp7WM_Wbk',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=mQpyQX8X9h7i8V2tr6W60Kb3VkDmQ7zeL_vhL67TqIc&screen=640x360',\n",
       " 'http://127.0.0.1:5000/states/Kuwait?file_id=RPFZ3jEQb9zLypmd6F2fVIOPog7_hMtOzuIzyVoVGDo',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=_8LcHgxM2xzR6-Srm1avOodAax2UnnkkRiH4FBe7-yw',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Trinidad%20and%20Tobago',\n",
       " 'http://127.0.0.1:5000/post/new?id=2134412.938889285&res_id=ET5Nmw9st0y4xto7kxJ8BZDJZ--4joiagaAFIqviEzc&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/states/Nepal?object_id=g4Funcx89Dq4cez8zcShCzTZjspe8vd465SujLeGopA&screen=426x240',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=MartinRzeczycki',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2649454.794857627&object_id=3TBD8zXHW8oIw8OUJzUpnvTleWJ1Rimw61r31u6wJXU&res=1080p',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/login/admin/password/idvecxewabb',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4605315.262242508',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/post/new?id=7284438.2821720615&resource_id=P95IG_r1m-qJYEzCcdDblJFw1qp_EgaID2lttsrVLMc&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/13?id=5538921.576295102&res_id=SJ26n2cQdZ5gzrgUpcCQw_ZBWbv0yTKUChPgDqRthpw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3794869.3095126664&resource_id=5Y-HdO8sHvbeduqgthxbWBfEOXlSydNGOhMO2BOWJNg&res=480p',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Amy.txtid%3D7035780.35680259',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=ChaunceySinclair',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?id=8411003.285175316',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=oDxDJJW7WZ_BVxebGo8HDbS5aMlWTXSRuriSlN3uILw',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D1317228.6913651717%26resource_id%3DNabh1yMsjeVVLFniKk1tIaMd6AzrTzf9emk1xXidKbU',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Papua%20New%20Guinea',\n",
       " 'http://127.0.0.1:5000/?id=3099174.4744708934&object_id=0HNQ9oQN-QgXbkO7jgp9FzYTRCEbMxhlzUVE7HTYhm4&res=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=IplBSxj_w4BTK3upaY-mu9Nmo6lCE3u9dDvnI6qEXZs',\n",
       " 'http://127.0.0.1:5000/post/new?filename=YAvT2lKW6uaqlb8cRd3om1jIX3ORucKCvI39Pl4I_q8&screen=640x360',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1356191.2766886628&file_id=U4fYIBswmBCcVvpBiob75YcL245tzPPcCS8UAOlUmlw&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=MarkSorell',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Matthew.txtid%3D8902269.795524228',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1709290.7755648529',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6080494.721590035&resource=8EUVMLMvloLC0N4Oy4LVsQGC4r9w9eQW5x67snB_LmY&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/post/new?resource=kzqUaUaFbEVAlhxA2vPpm6VJaryJmyOsqsbcb0ce61c',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1216725.7437750194&object_id=lTd70quUSrc1w8TIl_HnqP-eLXu5fAMPZxjZsbrnjDI&res=1080p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=YE6I63tSi4Q1L0-7QXrAS4P2w74pbYb04mlMb97gjtk',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/orders/get/random/4',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=Ysx61tHyeF2gcXIWRTVRvvRUtK3N4MRtJ5n4KcGBmOw&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=MabelBurks',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtid%3D9696223.64872416%26resource%3DsvupmGHIIe1BHfrW1G2vdgvn4gglIOwLZIWIS6DN0rc%26res%3D2160p',\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print(adult_names.uniqe())\n",
    "adult_names.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "adult_names = df.loc[df['attack_type'] == \"Benign\" , \"request.url\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://127.0.0.1:5000/about/greet?id=8730419.269779723&resource_id=2wI0Z0uehihwDeer6dW4XYLVOJ3TFhyfCtBX8N02zvM&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtfilename%3D0MGnu5_DtpSPyXzrxytllTIWWSR3Y1fKP73MQFNFZIY',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=I5VeE2hcp0kx726mh6LmxWSLwnhwOGTYeMOB3-AUqV8&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4581?id=6201978.255995754',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2504858.393548126',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/about/greet?res_id=TESAmZTd5Eh_8IKSZeX4TP3bjArh503ZjWqM0ov3Fxg&res=1440p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Cook%20Islands?id=9023030.488211732&file_id=OKC-Qwy0N0N4NRQTodqiGS_QaQHuv2fOjMDUgKoad2A&res=640x360',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8352$id=5283411.170176999&filename=XRAjoMUAhUs5meKGKBrlcVu3azZ3Zr2Kr1neSOgx7gY&res=360p',\n",
       " 'http://127.0.0.1:5000/states/Sri%20Lanka?id=6014440.782183899&file_id=a-LMx4l-iUH1Sg09SpfIE1kxWdcIkFn9BaV6Kva1Ipk',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6635493.40858501',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Sierra%20Leone',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=8862448.215801427',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=qPN4NDofM7XQ9ikzf-O2_X5NAPLlTXgRuIP5pNSNgSI&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Micronesia,%20Federated%20States%20of',\n",
       " 'http://127.0.0.1:5000/states/OR?object_id=exbNpcpOCGidM1d9XAqa7-vUEs-qeakAGnQUYYpGC8c',\n",
       " 'http://127.0.0.1:5000/?id=4567678.220907649',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=526733.7770598682&resource_id=hRNxWyIrkTbWcABdi4U_28YBaqfh4C4OTX3yiglkG1Y',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/states/Israel?id=8113797.520621032&filename=quqZllbF-rNUpF_vXAY_7IYA97FAtt2eAlEUpr5G9Hc&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new?id=5970020.632564017',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=LarryStratton',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4264111.424216177&file_id=-Tr02gsHXmtmBkp_bRArq2_fojCcuwS4YqwPKwb2V4U',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2558720.581130983',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6047246.688760784',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10763$id=3988335.3695291285&res_id=QPN4b6Vwn24NAPAmdT3MzzTdZfRWyjeSKIYQHOmpe_k&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?object_id=QuTklhD0XCSyd9I3hDqasRGDR9DBtvSbHa4eyrNrNK8',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Linda&password=Peggy',\n",
       " 'http://127.0.0.1:5000/login/admin/password/yqtwgvbbbbempopm',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2598$id=6100836.921625887&file_id=4sF4XSCQ-YGS0JIO2h6nXiw82w0bpXfMSUGQ66EwqFk&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1538$id=3376649.551355676',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=4ctYUaMWCoOx2Lxm5hVBatc8XPaBCyXOSlRml_xP25o&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtres_id%3DZKAGGXQglBLRelmKYAIgksJypQ6y0g2Na7f628Drk7U',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=668052.9277187678',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?object_id=n0f_G3ucW9_3ti9992aDC5HUPW_KFQ6JLtFhHAUHTmY&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qretmkprjxwr',\n",
       " 'http://127.0.0.1:5000/states/Mozambique?res_id=vVlVnlRnw4nwghekurullAd7QrJp7zTNmNXSe2A5N-U&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=MartinRzeczycki',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Tajikistan?object_id=E4j8v0vdfpBdAm__RP-6S791HTBN0KGoP3ClZzlvZdI',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?id=9617836.838870626',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=EmilHubert',\n",
       " 'http://127.0.0.1:5000/orders/get/random/10',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=3629978.2013560357',\n",
       " 'http://127.0.0.1:5000/?id=2142089.4277506075&resource=j-Qi3cfnog2YvHwYxQt4iA5ARxVjsz2_XMjLi2R879M&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7091521.490756809&res_id=wmR3NHoJKdxFmtNKIcSStsMpEE_9DCvIMBPYv-eP_Ag&resolution=720p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Franklyn',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtresource_id%3D0IP7GGh8mjyupO4-MvWF5Eo-AAQbRq9E7Qq4ucprp3Y%26screen%3D640x360',\n",
       " 'http://127.0.0.1:5000/?resource_id=mr-45Wmlm-l-Psuyp3h5ob8bkFcM4a6pwyJslNCpaYk&screen=480p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4193149.580154192&res_id=ZDIIG15-sizgLvef4ej_4WfALF5u3RKQCfu-fywSbWo&res=854x480',\n",
       " 'http://127.0.0.1:5000/?id=2374364.507076767&resource_id=MlrVem00FBdhpQ5gS-EsWB5QhjV6Lx0cemimqfeMuEs',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtid%3D1758002.056713356%26resource%3DDlEGR04QRwgLIRRU4OcusOpRsQYFGtvQFooF5WnD_rw',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=2950909.6617717072&file_id=IpY7nhNLgRoWpTf2m_vgpj-CNX4G2kH2jOmtIemV78g',\n",
       " 'http://127.0.0.1:5000/post/new?id=3132911.4524713513&resource_id=FzyVXAhvzwtVCgB5A3Eog-_AyWrT7LLSJi4ZxWA-eIY',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/greet/Franklyn',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=6VhGBHvBbWGkA9qT8otN-XFp4dmoCN9pgWgWQF0URfs',\n",
       " 'http://127.0.0.1:5000/?id=1190977.6599564073',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=StephanieBode',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Kara&password=Gina',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/post/new?id=4141887.6957105407&file_id=WqERUpRwQ3DCFzBImiQXmnMXpuwQADAlteB8Xnh34tM',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20States',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Paraguay?object_id=aKXCQpoxbCrlIdb4nSwmIUJ1xgbWlaPyXElRnVJ3E3s',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D4810671.59524334',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5760234.050737892&file_id=XTyHL1AudCmUxBbfwV-0-rG5ghDdxpq0yDrsLKWGe6A',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9926?id=2214459.6978672813&resource=xQ0oUYS6IN8uK75mnSdexVpa1qqaLAmtWKRKd5SAYbg&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/?id=5173771.331238119&res_id=QK0zkcvGje8h5EVXaTdXA7fLmT_EkO4U7guKGucr8mQ&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2192?res_id=s_unL08BIoDXSkq8vAamkRqSwEsRZTs6kL_UU5Crsxo&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1660326.4390292803&filename=OpZuUNSuSgAt0ey0y15qS13XvUsrRqDKB0o4WnaM1o8&res=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=MjYZ6X0Elu-Fe4qAFws5k60ncFIiyW3yYPUuCZzYceQ&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=6196509.441587934&resource=KbnmKyiLf_KMk2IyWnN15-9bf1345GYTOGgfbN4uJlg&screen=2160p',\n",
       " 'http://127.0.0.1:5000/states/IL?resource_id=xctvygW3Ym_I1KM-LfnDQnfeY5kwzxK8zt7Qpmy5GqI',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Finland',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=973596.296704005&file_id=QR1XhOBU2c_RVXDLfmoUl7qkgD94Ej9UI-Q9h9who_A&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Lloyd&password=Sandra',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=GaryChagoya',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/login/admin/password/obafyejxamhtk',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/post/new?filename=M8iLBjPco-ODKIVouxAOl8XnxsG29F-FIl4TJpft_MQ',\n",
       " 'http://127.0.0.1:5000/states/China?id=3362510.1626749528&file_id=ZH1ld5-N-dkfqntm2VJOqd3PAO8oT_Y3ditPxAmYAMU',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9661090.50791021',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=a0uVnb2H0ZoM5JlSURVyn5NmmLbWPEfbbR5PSQRTMjU',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=SharonHowell',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7437909.335963995',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtid%3D6395464.004579956%26resource_id%3DyibeOKkap4R3lKmmYJ9oidheVfwnybdnE6WAiSrHcLQ%26ssize%3D640x360',\n",
       " 'http://127.0.0.1:5000/?object_id=QmCJGjPPl8sOesZWKL6vr2Si4nGgohUhvcQ76_xzqgU&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/states/Lloyd?id=2749377.565018682&object_id=cIjbY2kfjq7vb2IKBEbzpQlXt962jlbkj1ES8-2p2RU',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=GkcVDwb6UsC9z8lVOH1WdpJEM2YtTEq8lgZvjUNcbH0',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=fUchrTEbTmDIEYtU_CC02_Hh5nnyixxVRbQKKQChC-8',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Chad',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1557$id=9380804.604148004',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=K1BKs91CHQEZ6j0JtKOmPIZSGIIIGmNOLYodLGkX6cg&res=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=AN1q2MwcytOeL589XX1r4st0V7ujgsnbvPdG6J-nX7I&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/13?id=2659215.440532856&resource=18YYPKfDagqdvZe3BEpb57HkvHsv2znMdjjaLHsUWOI',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=8pPn4StnpE4RHYbl7mlYJLs8TT4jYNu4vev4EjYbUE4',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7720212.213834932&file_id=ZkRkpGCwE-vXLhwcA6KRbQTYtrsvCLOoj9bA1HQiE3c',\n",
       " 'http://127.0.0.1:5000/states/SC?id=75565.38462263937&file_id=4zwxC6aXRK6crDYqqhfdRU_0Jzxrm88l4KIQ9dWVzcg&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Lloyd&password=Christopher',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Kara',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D7965779.126624538%26resource%3DUXzx7OG_vAAntiJ00EM7v9dpf7hgJhkkySYArt_FKQ0%26screen%3D240p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=883644.8875578265',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/?resource=XbqZ27aNd52SfL2qty0OAWQWNR1YQQMU9sARPtklu64',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=6743335.389121306&resource=Mf2EMdI01nP96M2SBFqzJqwmatVXe0c-IzqL0a_SSYU&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/13?id=1301550.397804274&file_id=7LNnicjDbuRXVuWNakLQXCcGE_0jrPabkM5dckPz51I&res=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Diana&password=Inez',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/login/user?username=Gina&password=AngelLichtenberg',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roberto.txtresource_id%3DRcgdqbH_yF6nGQ_c2w-ISUj37f05FJaIVrStM9gXvwM%26ssize%3D1280x720',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Ethel&password=Gina',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7209612.48558158',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Bulgaria',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=8UnADDUMnzDe8SHyjGw8DS43PQ4eUv2jjz1lcl6Cp8I',\n",
       " 'http://127.0.0.1:5000/post/new?id=4589180.836418813&file_id=rUeKluOwPBP88cnPztpkKwhbV47bK8oMhPz2szyHZOw',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new?id=3660595.6738031833&file_id=rZ_aqSz19E7fVZbfUkKYwmNkvtTpy3Q6HJ0j30yXo8M&screen=426x240',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/post/new?id=2697531.1312830416&resource=d1FCgQcL6Dzq9anpwL83zA3L87dZirV0aJfy2WiT4dE&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/post/new?id=8356329.17624153&res_id=6M-e9lXCB9F7UsBAgFtS9IxNuNhE5m5fVHJ-YZDpBCU',\n",
       " 'http://127.0.0.1:5000/states/MD?id=9604071.170944015',\n",
       " 'http://127.0.0.1:5000/post/new/?id=2739160.440051725',\n",
       " 'http://127.0.0.1:5000/?res_id=rLvpSbdhOky_KgUoN18bMRSKfpTz57m7uNkpdmulgug',\n",
       " 'http://127.0.0.1:5000/states/Tanzania,%20United%20Republic%20of?id=5133291.143336271&object_id=8H_xRAmFsUyg9zDdShQ1hloIW6CFW5eH-DAfdzv8FtM&resolution=240p',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/states/Morocco?id=8838938.604625463',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?resource=8ch7Is0QzqKoyxrmIY6ooOY_gI38-IeWRa_7-LT1v1A&screen=480p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/admin/password/wwcwtdkjsliff',\n",
       " 'http://127.0.0.1:5000/greet/Manuel',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6591$id=1722654.7753656898&filename=rH1ZyYxSFcrpLsJyCIlcs9bahRLhVbChrJGfJkEp8uQ',\n",
       " 'http://127.0.0.1:5000/categories/check/number/14',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtres_id%3DxEPoc_fppDhYMAdywBeV1iAHZsyQmCUvYUffTByUgaQ%26res%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10082?filename=1EmWsdC_CDjSuY6vK1Ug3GbOh9qmZIKieEUHX-a-Cg0&screen=360p',\n",
       " 'http://127.0.0.1:5000/?id=6555484.161994194',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9750078.617450258&filename=1y_yZ5MqJ-ICRfQWgLnFTW0dcMa4As-hMnbgfdRI7Mk&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6371212.316728756&res_id=NlpJZWSadD1MP6_ukHy5QMFKC3oo4KZ1L_my8eac7uk&screen=1080p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=PaulPierce',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6422494.7102988325&filename=cXKjcbm6QC-dLifjLEpMc1hP3fG_RN4s4bMo1s9gV4c',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Austria',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=Vur3sejlgpY5bQ1wIikwWbZK-maOgLwwqJrN12Z8IGE&screen=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Colombia',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=9wjpN_3SNleQ4ge7_7IsuDV0ulU_NQRRWxSMWjw0EPI',\n",
       " 'http://127.0.0.1:5000/post/new?id=3458009.676149071&filename=CkxeukgpHHrQv8u6di4nsRjfLqQS5FS9UyolVw90H1M&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1556901.0621494984&res_id=sWTh9mYpGAvOP8OoVyTMLdKoeLGZCgX-_IPi0Op6i3Y&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Madagascar',\n",
       " 'http://127.0.0.1:5000/post/new?id=9285230.579989329',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8855038.10458617',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6120471.886327932',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=yQ48rMFUFTAtKpUrSIHZt9KOBwGbH1LqhyYFBtBD58U&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/post/new?resource=q7sYJGnYytdl52jXUK-SQHG_YM3iw5L6NBgB9teMJ4E&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/states/Australia?file_id=VOhpUFUyMq1rTiqsxM6E0qGh6-Zp2DOqA45iDQgCpUk&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9016974.88278371&res_id=UYbBT4BiXcNP14UKqS0x0vuGRbeUWm_wvZE14LCtywA',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Cuba',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?id=976826.6266509861&filename=CCLO9cs4g5tBEyvFqszuLXDi0cICOEy36JSS9AWe438',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/states/SC?resource=H5lV79VR37nQAWGW7nihxh4InDLQu0U1AHMMGwYfMz0&res=426x240',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/post/new?id=9720760.796591204',\n",
       " 'http://127.0.0.1:5000/?id=65896.28064590479',\n",
       " 'http://127.0.0.1:5000/states/Slovakia?id=2368862.6688158093&res_id=DzWJNLPhHbzlqTD91QcPhOMtJh5YJPYKnjJTwbz6wjA&res=720p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2698$id=1238076.3071551512&resource_id=I1xRMxfuNAax_qZkp0FzRWYfVL6mo6VfZRbItYU9boA&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4786?id=5328983.574094868',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D3586482.0376072824%26resource_id%3D6pO8RqHC4ScTM9CaoJuqPsErFkh6Xj5awWpzMhAOxYQ',\n",
       " 'http://127.0.0.1:5000/greet/Gina',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6685094.204913951',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7726459.989269662&file_id=4r95xluO-4W3ETtpCrj_X1orQ5FpdfxtUOJUeQEaiis',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Somalia',\n",
       " 'http://127.0.0.1:5000/about/random_page?filename=UhPPYey3Re4sgc0dh1VvnkBmLRlwKIwnHirbXanuoZI',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=AlvinMackie',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1831297.0930165448',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=SikappeWOKJ-FaUVX5MYhnbKrP_Qm1HFjXItojb8HZg&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1801?res_id=LS21kswkgxRQDYn26UiodkfuvkvXjRKLRHcTTe55bIs',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?resource=5_wppiLy-vqnmCMppb4us1A_IrIQ3hUJ4SWVnrHXycg',\n",
       " 'http://127.0.0.1:5000/states/KS?file_id=OPpHj4GSAIP-mUStyEyozJSHVOBqJWLnfleHx0BxJ7o',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Poland',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=xe8ZJF7TevDOIrVmBKggqR70xhaYWNnSdI8H0p_oysY&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?resource=VvIrtLcgH8oqdSM_9yKFmJWnUWG8mD-JqBtYOj0wo74&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=A09v8W1wfp3eM93o-QIo3LVE4DvrT9RtY3uX45MzTr8',\n",
       " 'http://127.0.0.1:5000/post/new?id=2697817.747237281&object_id=Lc376kK7Kg78R8GCffkJk8uv9muYNnfNvft-SdjdN5w',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/admin/password/wnosuiapzaphl',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?resource=I542ag5rvBOiqKCrB03paLo5kP0hNm3w6hxI3C_iSxw&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5636368.947189702&file_id=hPqJdVZzGb_zbj6iW9wU1tMos6DzYDiLMpODQQf8liw',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtresource%3DvibUo2Llls8EjRBWrrfB3DSJNN0GVvCLtIWMqJFaROM%26ssize%3D426x240',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4900247.478639837',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/?id=2005892.3450560207&object_id=_kIEPpd-8I9OMovcEZ2Hrr7e3qt5HJjdOP7ECDbsuuo',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ghgaqiguvlqvrc',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?object_id=5qdqCMp5KbtH-5hJJ7ej-EuWXqwLHb_cXAk1G4n7qOo',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=-WJ37RiQfTw_oJHPyAS1ly4JCAyiUjAgEL4_VbA7uXc&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Franklyn&password=Franklyn',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6514272.617446207&file_id=xEdFPTrPqKfzfsBX7fQZ2pevrqPbTc0cR3pYJe7wFro&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6815413.026706666',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9325235.556317035&file_id=-AFVqUYN55idSpIt4Nb1TODZrARH7hShMesstSvrwA8',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=JeanieJantzen',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtresource_id%3DW071XYTvM6I2HF3x9zS4rrKPyXUXwoVfJFOMkFTvjTo%26res%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1005422.9075650882&filename=m_u8KVkIbeQpE7EKhbSy0hOe8nzezZLIydQ5Oee55mE',\n",
       " 'http://127.0.0.1:5000/post/new?resource=mR9WACvkk7FqZwsXgB2dOSnlhlcf6yFOy_m4yHD-S3A&screen=720p',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Roberto',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1669368.8608958106&resource=gFognhFGRMUH2dAexOzkL4DSVF9_pHumQYuoMzNAR0w',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Franklyn',\n",
       " 'http://127.0.0.1:5000/login/admin/password/dvrxlendhbcxoxhp',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Peggy.txtid%3D5151341.091925567',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qkfdajtphylyjbl',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=7529115.058976099',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Sandra&password=Inez',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/login/admin/password/jzxzdhhbddhudm',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6824$res_id=5mmBYqaS_CNIRJp8iH5TMZ2LFQZASr9lI_7pKJKKx6E&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=7170017.149253144&file_id=DP32CBlD7Q9PGruv3--CbyWrMVccxSHJdTcV2YgcDXg',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=641318.875457183&res_id=_l1N5bqU5waz7LzgAN0h9hU4a6ZvxyFaYFcN5sYBDxI&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=970992.5026803719',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=5214752.352614419&filename=iWBRVAi6dKaK9rKw1c06K2778Y6gKpbjU_ByK1vt_7s&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?res_id=ilXiyKzZrxZmYUux5LW_kJB-RAL_audc-CPOVp5HpoY',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5647710.238650743',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4123$id=3994204.3587721405',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1777?id=6820789.02953296&filename=FaXCWX8TG1cs6B3c8gQk7sXPhB7EuqGxSQ3Iorpd0uE',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=John',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=CZchwQrVJsos9YsN4MI5Ht4mjJrkgiGtjH0AVpPQmwQ&res=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtid%3D568098.2163572808%26filename%3DYR10Aus8buIVDjTqZmktRv1heREJ_ycUquC-4IJvecM',\n",
       " 'http://127.0.0.1:5000/states/Tokelau?id=4256434.130735784&resource_id=me5k_r84VjFkZtxLeSeIwzz9E_GD0ZRt6dAG1jZ2t2o&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Greenland',\n",
       " 'http://127.0.0.1:5000/post/new?id=5864957.9746897&resource_id=JKUAB0PnzuMTlZGyjoBRgrlLxWFXACdkn8IkzAzs9Hc',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/login/user?username=Kara&password=DonnieJonas',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/random/10',\n",
       " 'http://127.0.0.1:5000/?file_id=ENTiefwS1YljUm9EUfNTauo_75sKn669NUTYBVFp4vk',\n",
       " 'http://127.0.0.1:5000/states/Lesotho?id=4068390.4667721195',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=Zw804qVl9QU6y8KqvNyI0i9ZPl-nzSIpkyYFANrcG_U',\n",
       " 'http://127.0.0.1:5000/states/Martinique?id=2728060.30462587&resource=I6AkCR3wkwN7HCZSEd8YjnPtpu40nJeh7NLnsgtnPs4',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6419066.238719547',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=M9UCG8ekQBuyFgOrgEPGU4FC1d6cBBxfj5UYygT0JrE',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Lloyd.txtresource%3DTkPbjOcUUVyUg3UynZQs1YygWkOi0Fe5AR8vrHkfl2g%26resolution%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7725236.090969556&resource=Yqlsdpktc2eTEYFCdZEGh6SJD7gCv4IwwtfU7zhiMHM&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/?res_id=Be7D1MO3xxlmBYL38USkjLCPLCqq7vXmM8a77aYrJms&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=9029118.339912793&filename=q8n0MO0EGTQfxfHUL6IB8-URzA9k99-6KoSmArJcT6Q&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=UT1nvZZnmW71REAtsa2tYCavrtkg7CJ4G4vRixhqbjE',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Amy',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Pitcairn',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/post/new?id=9193577.475742385',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=CdNTM29NZ_K_lIRIwU_c5iJAZZsspfu0Kf9K_9XUhiA&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/post/new/?id=138620.46147571507',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Peggy&password=Sandra',\n",
       " 'http://127.0.0.1:5000/post/new?id=8986572.654014738&res_id=nmaeA5oE9yLuX4srxhNWAeYd4mFOTpbK4GinJpAEKaQ&screen=480p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3141724.962714396&filename=JHvFjHMfHMY95JekXqf2Fq97tTP-jp1qLLCvnEjZZdU&ssize=2560x1440',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=2eL_zvCmCHNNINTsow0VXjXhaIv_KR0phSx6X9-slm4&res=480p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1578$id=9046420.307640828',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=LQfB22XitjsZznMsisAG-_qV_ILdHIKCzUR2Xt8qVJU',\n",
       " 'http://127.0.0.1:5000/post/new?filename=qbJy4li5qNgUs5dXodvrXtAgcqzJkSsPejGL3RaztWk',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?filename=DUtq7WE3zFwIRa-2ftHJ3Lczj4HEqru3rLjbzNGhLkw',\n",
       " 'http://127.0.0.1:5000/?id=1002647.8038006058&resource=Kv42XD-713oSgzE66I1GsnT0hS_8tTDmZotb-qnm3pQ&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/states/VT?res_id=1wr2PTBP9l6QeNpqHR5Et9LqQpUlI9TCJaZmy400Qdk',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtfile_id%3DDZp8l-5O-a_Yzf-EKf9DpPJAqsZFfFVgi_2OFE9DYAo%26resolution%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8054$id=8822601.535375012&file_id=elLIl1IHKgbCVhwOBnj8OR8NccvuloTQxxV2CnHe9wo',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roberto&password=Clifton',\n",
       " 'http://127.0.0.1:5000/post/new?id=6803088.422368606',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=GeraldBeltron',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=SpLhpcqlSH5peXurLgmlo6BexNMNsH-H94O5IR_XorI&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1164614.0736547601',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6500$resource_id=yu9s6ar1lcgsmrpysrTe6qE0sjnhg353DKJD3xRKpdQ&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Gina&password=Lloyd',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5614?filename=65Wf3U1omVYGK8URrjn8Jtt3_UFOT_2VTRi0m8WQE_U',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1103393.9160910465',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4175?resource=27NDXEoAZ8350_1edvZF_YPci3Priu5UyMHasuiJzUE&res=1280x720',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5778$filename=cF1YwGmfHCDdHNG18TaZCqVrmnFx7TtOb5JLERKhNoc&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roberto&password=Ethel',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Ethel.txtid%3D139321.3429862244%26res_id%3DFkS3ranAkdVhqqn-5UEGToPseyb5QVsqhwlKp7tGnaw%26resolution%3D3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Kara',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Manuel&password=Clifton',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8678146.021607647',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9195903.06448276&res_id=rG-QODzJoIJJKuALIX7MeHwRA3z1ijcMBspKxr4hQEM&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7001?id=750113.3326262117',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1007?object_id=uL7fh4N2wcsKRcfIBW26K4MkDhaEKLsJfehNMOJPEFI',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D5193684.238084906',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6234961.716248561',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3935863.508762355&resource_id=O2or-Xg0-76JYz6jpPqGWOD3pJGC8jIoCtnFhWHxkJA&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/?file_id=BKXNvkGdpqRKue20WIgcNzE3XsdZPssXY7F4tZgJQA0',\n",
       " 'http://127.0.0.1:5000/states/Greenland?id=2034739.3190026255&file_id=akFgwdT96lWBeVvLBaOxjQ55nM75qdvkHxLFn5eQkEE',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=MNWxbnJhLYG02lUtuiuG36OAzZkdl1zdg-tBWc3wnxM&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=5366428.199149042',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=_tiinWcggZ0_HkuZRijV8fu41EKmedXDwm439fFdkt0',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=LlepO_EMG8iZ2JT4jF1fTRxpHQO2pTVJ8OCbOW8sduI&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=sKOS44oG9eVnp1J2p9pSNkpJ3Je00x3Ndb-07677Bl8',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9473334.82802192&resource=aGrYKcvANr-E5M_0_SxTfmehRGA0UgLytyfU4prCn-w',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtid%3D6450303.815240769%26resource%3DwYS_WpU8ytaoPGGOS6B3Gw7Nt0i0TJW8zhyLKcjuEKg',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Cook%20Islands?id=5245287.264506219&resource_id=m0CEtvdhx2wq3HQfJLrfBhK7XKkWBhWkKOCE2cvvyZ0',\n",
       " 'http://127.0.0.1:5000/?id=7115235.513118767&res_id=YLTxDfxoS_luhXutCXYVkC5caVa7POvCb4OZojyHxMQ',\n",
       " 'http://127.0.0.1:5000/states/RI?id=150766.4229162983',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3113340.6778242006',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7787$id=1507684.3338985052&filename=qHRg_jfvdSsrkw7vziZ1BQpc283Zn8_jZbZLQsCN91A',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9961618.948699692&object_id=z_UzZzRYHZb8drgGPTG65ctwttOGeGs8V-WkOAc7bKc',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9253?filename=67W6gEiS9_ReZH1klUxpRDRtrRsFASpDu9JxfEY7Z6U',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=WilliamMadison',\n",
       " 'http://127.0.0.1:5000/states/Peggy?id=8981160.651951788&file_id=c0LYFDMT65iF6WjKvrYFb6e3SXXYN-Fjn9Wk6qBPDy8&res=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3942454.411124892&res_id=yxvcqNNA_LwYLIlIuSU3JbnBBeYavTiShSafzjyExyk',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=StephenTruxler',\n",
       " 'http://127.0.0.1:5000/states/Kazakhstan?resource_id=3bF7HxoYCYPr8wV7D3z-3PLZcyUk_NBMe0cOC7YDQCk&res=240p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=joJ7nlpQ9AtHrNYpKFTwWvyp-6tNfjPl416hlY0wZgo',\n",
       " 'http://127.0.0.1:5000/states/Gina?filename=Mo1dBzN-IEe8PJ6jD1fHRElglQwfo1eaM7bx9bEhlYs',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=CassandraMarkes',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=6dSNGhDJcmEmPAsF9vPfUtoGVr1dqxsb7QyRqymtPtI&resolution=360p',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9622388.06616191&resource=FCsHA7Afly4FqhnBeBob_v7rbx3VN41NLfuy7AJLowo',\n",
       " 'http://127.0.0.1:5000/post/new?filename=BkKSvgM_6O2Cqxu4wNWCwiVWC-oqDoHSVP0A1tK_JZw&screen=426x240',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6851113.210594835',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D8463763.29433605%26filename%3DDz8LzL3Fw75TaBlXTpZgMBQgLNwDPjTkzSO5zqbIFVA',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10888?object_id=TkCVQu3hp911bnLw0Bst9Yar_m4nu50cM1ceZ9TnbtI',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Ethel&password=Ethel',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/post/new?filename=av-6m3K49Ajz98vmgmqo0nMIrf6nMQvEIiRibrs4few',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5720568.419500346&filename=4oNYcPDuzP4h3mhTqAZkF4-PhxIJ_oOhPDD5ybjPX9Y&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=l0VPJeumkTA-ANmrAX9cyFQM3cGSl-AxF9KgM-sNZ0k&res=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9549?resource_id=hP1hz6l4XSBdpT3ygVCZYBC6GII_-TbFUweybCHk2tM',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=UmVbRpH9q5e2DYtM8T_rKdlCRQLL9toc8MYVeQTowlo&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/cubaymcrrpqkluup',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Diana',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6409165.310096571&resource_id=ycxbwDzMqYzy2bbuMzM1J5S6NxzRkkzmNfmub49KjBc',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1887013.377958809&filename=rg3eOln8GoQKLTWOaa6BJNR5eJGeBjA-HqaoDnAUtt8',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=GaryRobinson',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=JanetMoeller',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mkwtsahvmidgrkd',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtid%3D2807292.1834239694%26res_id%3D0GwX10v0tyrMqbyi_IH6C0fKNTGgnVsoV12AIFnc40g%26screen%3D480p',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6992888.969068107&resource_id=7dmmPdE1AP2CrIYuIp9u8s4cxyzRvJXUJIvOVVTxuIM&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=AlbertoReynolds',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/post/new?id=367040.5625951183',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Syrian%20Arab%20Republic',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4474$resource_id=mDmUfNpQ93e7zgI0q3nZn8mrsq_U0ecXGN8-9XZnB3s&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=ttIYsZy0zu3vXnLgJwTJ2j08y28ydhwDIyCnL5XLPII&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7969?res_id=A5ITWqpDt-KgiAY3_AhDqHbnunWMHpuCbzcbNrQkmzs&res=1280x720',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=EsmeraldaBaker',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1277$res_id=zV75x3YmrBJjfb5Fk3SCn3hY2LHb-MmnEzrHETPl8cs',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtres_id%3Dd9lRllADevmuITeZLqqSc0ytLRYLxiye22BznpbAq6s',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9091151.477706073&resource=pur8Wg0_pONjlVixvgDLgp789r9G2Q5BolX_lqeiaUI',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=808631.558184008&object_id=R7qeLD7yjXCrtaI1nlxFpGW3UZF0RxYDQbqRApSEttU',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/?file_id=3_WRTLyFy5TQf3247o027IMsUceVGZSBuyMNxbaObS0&ssize=720p',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtresource%3DIDcjX1NoHtoa2hWwqrYvgZvZujRlOU6sBZ_-2fSM2Qc',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5666589.798765059',\n",
       " 'http://127.0.0.1:5000/post/new/?id=7838238.573752882',\n",
       " 'http://127.0.0.1:5000/orders/get/id/3742?filename=Bfy6h0WzJnM27h95gQfQmQ8ibvBXWSUGE_2DcOhYOeE&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=JasonDavis',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Inez',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?id=4311167.144579089&res_id=WC-965MjC5-Ci-wb38t29theUWRyzHKtQkDu2lEK2cI&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3013615.8624716997&object_id=QFt9yjMSOHljpuUoIT9TpHfEJaGUVEeAJ541HQi-nig&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6023732.04394415&object_id=Z1QgOy6x17xpJ7K5frRDryv9pABdY-lzC0lIr4ZLED0&res=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Norfolk%20Island',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D2790549.0210628607',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Roseanna',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=734959.5178149106&resource=3cALtE8YFzvGJcbINm5RSsu68iBmq4bvDZTvrgFZx8c',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3356487.1659361636',\n",
       " 'http://127.0.0.1:5000/login/user?username=Ethel&password=DonnieJonas',\n",
       " 'http://127.0.0.1:5000/post/new?id=8065573.599877974&filename=L91P8nojd1FVCMrwE8sP8FwyB8JmF4nPIvXP5j1n9YM&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7361623.6769017745&object_id=_s0xDW-cLT5SJ2Pn2EDLiIK2vZdid8bUO1vDA02h5H8&screen=360p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/greet/Manuel',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=QmC1jlASgp1GcuJ7ulkAce1mI15ZVIjmjGmXL0q3LQw',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?id=6515120.014828929',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D6581124.694536509%26res_id%3Df9haO43lP26dU1uiaVLRk0mK1jrFapXLJ9JFwnZuEsI%26resolution%3D1280x720',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5833892.022362278&object_id=HnW9-7ZfuCexmHGNpN_QtFGW3FHQTBSfqKkaGc7c7ic',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=S_mO6q9SJ94A8hQAeoJbKQ73eFYikWhf-Xf0L-kQtAA&screen=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Bahamas',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=JeanieJantzen',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=BT203er3Mq7GMaU0Scm7GPSnJkRUiydPfFBXs06upek',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=MaryDavis',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2464$id=6163411.27647507',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/random/11',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5675764.741192976&resource_id=e-w5Sul-Xf21x6mZqrn4Ja_9zc9G68bZVUKE2BNfxbY&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Åland%20Islands?object_id=5vgleGGr0V8c18lUfEKAxqv1bOQRzkazNlQASTo803g',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Lloyd&password=Linda',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9277246.069335967&resource=Ky4nzkCmLMRVHWdYTgxnvPU24f2sM9db6_k17Anvss4',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=_JxQOjw49-7xpt9tegbgdWHxBQ9w298JDyqerxlclL4&res=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=869699.5012254654&res_id=ccZGLA3vKKhQ2Jrj712wHZGBbC51ysDznwW5XjMdMU0',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9565795.03457833',\n",
       " 'http://127.0.0.1:5000/post/new?id=3938255.8244455815&filename=7-sWSwdnAtQLDwQGzryzYfv_lpB8vSgOqm5xzExgT2k&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8602$id=8013296.672446041',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1333376.297528787&resource=6pMFFGC6ILTnJ-ostTOUaFIlj_wilKhniTn8V2ie6dQ',\n",
       " 'http://127.0.0.1:5000/?id=5528445.878087642&file_id=p5aqVsabYmY6DV8bP9APsiL2UZZ8lpRqI6rtqKIUTT8',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Linda.txtid%3D7443412.205806987%26resource%3DSz03CbLJ91ZbiPwDl6z0SNxTew_ZNDHuovVELDzuISg',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1410672.7655566875&object_id=pj5vOU-r47gX28aIcj-gScqexJkd3-9UX6xScrlqYzQ&res=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Matthew',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=North%20Macedonia',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6691342.460348922',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3643388.1257508583&resource_id=-s61z6uSf28zBTGyL5ziUMtcr15qLPq3H5gxoIrGyNA&resolution=720p',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3904$id=9158545.641633434',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=4934474.402328624',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6748428.566562239&file_id=hTmNbnS9h4CfrMuuA7AGbfK5moplWiHkVXfkN6I1AgQ',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mfoizkabovattf',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5724$resource_id=TlhD67BjXSKVttgD2ecYevcY4q63A_w_wYXi5u-3-DU&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5869052.967324427&object_id=7wby547VvBMw32p4y54Uyr07r5j7bmAHtdYegcq0YaY&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10248?id=3100648.2783091&filename=DNt-dI5hWYG2_hsDvaUeEFII5E5kqqP_pze9UvSMPdY&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4462525.392938246&resource_id=waHJk9rMSto2ufrvBeDwKSYpcNxlGp2R2CXaDfGrxf8',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Linda&password=Manuel',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=25739.293149857604',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=HelenArmstrong',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Linda',\n",
       " 'http://127.0.0.1:5000/states/DC?id=636048.8244611311&file_id=T7hvWbtc5bYVDT5ZnRfDixd-57vvjQSJVB25oD1Xz5E',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9319?id=7702553.164482032&filename=dJThY5rsr1jfYgqr_kylq2N-yRNUw6kHpCgwF6LKS-E&screen=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saint%20Martin%20(French%20part)',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Matthew',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=qY-WVTBk8NPy0lNtFJIXTQQTIrQP2p7Z0u6Uz4Ym1GA',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtobject_id%3DicuCcQKj-Kn3EEgTsz0D_wJ-DvzxZPGpCAnETuKeDxg%26screen%3D1440p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9206$id=2164567.1963351592&resource=44XTLj0IO6wCODKOwSLfpUy9P8VyHhQ85bIdwWvTtyI&screen=240p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=eZB9MArIOafsAm7Pv1t9cZ-agD2Y18yqxrXxnGzCqN8',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9898$id=9285351.114717856&filename=1iUtO99KVD4gZAwNdkeB3jSkNWp2Vmx9xlOh_XcdLRU',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Matthew',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Peggy.txtid%3D6826942.166346365',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=CygOfgivbAtTK4e1quAwdkD2BMH5CaU5tOiFB6xvnCI',\n",
       " 'http://127.0.0.1:5000/about/greet?id=719351.205666047&file_id=tWlK02I6nmBbVIBajFOelgjiEoSr4g8bO76Y67-Qg6Q',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=YHJz-SpdcyI5RudDCsPVEgjS619XAWnUA3TCIKnPpik',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=7wynN2T762dX6TVfL5ICnK2FjLAr3w-IgcFenN2VZJg',\n",
       " 'http://127.0.0.1:5000/post/new?id=3404563.127291087&res_id=i1tclKAuWps9MHcx-elcn4IfGaZ8jpiLf5NCKy9iBSg',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Manuel&password=Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/Sint%20Maarten%20(Dutch%20part)?filename=SwH4YJAVV2iq6CT6aXVZ34qwRF3B9HAhmKsrNF9LUJk',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7206?file_id=aDnQ9I22vCecvC1C6P6CcFcU6RFgQR8bg2Lf-nEApgg',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5940606.431714545&resource_id=MfGNDEzphHKW1SEYWVngt3uzo6dPe0RH31xwT06p42Y&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=LoisAguilar',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=2868130.037410164&resource_id=dQnacqEYLiLV5vdRPBBI_F6p4dg3ptfpa-d9hTskCAM&ssize=240p',\n",
       " 'http://127.0.0.1:5000/states/Palestine,%20State%20of?id=3769552.486776306&resource=gyEPZGPubtHznqyYU4JUEJXm-a682YRiVnvayJrC2NE',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6208965.8957509175',\n",
       " 'http://127.0.0.1:5000/post/new/?id=8936979.490086703',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=8782246.479561657',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Franklyn',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=S-2kq3k3XKgLebI4KVipUWQ15JRVR9mUx2t1ywZrYoE',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtfilename%3DnaMf-TQK6j6s3ZK5D3x8HChDA-EKts0hR4lcTouDkTk',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=8454129.883257195&file_id=-lpXCNiZaQ6AT2YOFID0mmTkginI12F2n2S1j5FvKWs',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Matthew',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=PaigeSloan',\n",
       " 'http://127.0.0.1:5000/login/admin/password/knkudrjdokug',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/?id=3666855.6742158225&file_id=7db1Il0_cMdHX6z02rxf0tQ6jwm6q8wmLv9aR0-upk8',\n",
       " 'http://127.0.0.1:5000/login/user?username=Manuel&password=JordanGreen',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Diana.txtfilename%3DRU2APEau-VxVyNAfVZ8hxuxccIGdiWQabQmzM7nY27M%26res%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Oman',\n",
       " 'http://127.0.0.1:5000/states/Italy?id=3515879.133638452&resource=1DwxkPdtfSVi9pZUa6yrhphpY0PFgmIQMyyhMd4oWa4&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7020$filename=jc_io0aAp1xEBARSu0YhKu39mHpUD8Cq-Cbf7tj24PY',\n",
       " 'http://127.0.0.1:5000/?filename=-S24AcRM6Hw8EbGqAl3qvdwzdHSp4Y5Bb6hbzCD2tc0&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/?object_id=ahiH60JfhSGn1w1tpzznrI173wUHaASPFzyE_7ZchIY',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=aUONH1ScJ3fV734CwnzQ0XX0zcXE5MDCT6yT0V0JbZw',\n",
       " 'http://127.0.0.1:5000/states/TX?id=4387942.421045975&filename=aWtP8FtG5UbPg4MKjymwmqlxzC19Htp9YJzNoGq1kX4&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=PaulBooth',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=MarkSorell',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=661582.072476552',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5737$filename=UpruD3xjB7IYWc3ZxcSsQkPGdzXgLJBf76VmWHMCC-M',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2362866.176373765',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4805?file_id=bWV2xAgQ6BZQMEaRByUK1YbIyaJwIV5EotousfQ-s7U&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=yE4DWsTsmkwYktkJAkeRG2TVyPRmFsCugnjirJdYDl8&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=G8SfB4r9y9M3z6k4b6PAui2JnxQxecVe6p7rkDUSjko',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=F2hivp_yofFDKhs52gBe6n0i3nAeRun_-bA1dEu8u3Q&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=GlennCoffey',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=9082435.699813254',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=yGQ9hSEjobrqXSeQFq3jBvn6k01wvJ-DAS7hQ6pCgBU&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6503318.457823183&resource=EI4t2m3Kz6EmLhwdy3YeNJmXzz7rwi0S61ti71-Fhlw&screen=240p',\n",
       " 'http://127.0.0.1:5000/post/new?id=771079.6570724046&res_id=qXfMnDB_f3COnzUsXJrlPAlPkl88SSGjDCkkUiZR1cc&ssize=720p',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Jersey',\n",
       " 'http://127.0.0.1:5000/?id=5111820.190460391&file_id=i4g4M1XOzhlV0Y09x9wJM6Xuq3lBnHYYIOelZ6v2OME&ssize=240p',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=nLMKU2W0qeniFONOTvI5gU7RFPCqMCgviwPmkFWcn6Q&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?resource_id=Z5kgOGB2djGRyl22065eC8BhgdatH6yLTccRaeeE_cI',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=French%20Polynesia',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5343?file_id=aIOkPqu93SQF_3ESV4Keeqyk1R-vqgcKyZyEWHoZoms',\n",
       " 'http://127.0.0.1:5000/?id=8924220.786152923&object_id=HwOVDmB8iGxSblDLhlr0mjzKwzB2n54gdvUdCqIgoWY',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ipupqpfqkhaloqwa',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6583?id=7719624.845023657&resource=P-MjYjJl5igDotrYOVyt0FXix9_CykRx0uIRAa7Z1Ew',\n",
       " 'http://127.0.0.1:5000/?resource_id=GfmtEeaIZCegVXd_ObWXF80uFjeQ89-vLrHyStygoKQ',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Australia',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=7IK08u-iKmJw1vD4dVN9tRxETjn5QyGk_KvgNdNQNvY&screen=720p',\n",
       " 'http://127.0.0.1:5000/post/new?id=250454.4020093074&filename=SrFmYakpwCA0x-7Y_yhoYf5dxuD_SlnJrvtT17sW5X0&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?res_id=JIoXN6OfKYz6vJCXdVNskmgGW4QOwd9E0RasP9kuV7E',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3654$id=4809275.313811739',\n",
       " 'http://127.0.0.1:5000/states/Kara?id=7339401.234248884',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1262242.7982189213&object_id=Us8qghwiq8uBakeITwrG9MzzNbUm5glE3uLSSzbIXbA&res=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4435$id=6389543.494256915',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?resource=KXj6U2D66qOaFDaqsVEqJ9kSk24Fy1Z1QIPcrjqYY_k&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4650463.866902634&resource=EeYf1QiElU5bU7oY57piNMwkuJZfkhu9ooEFNSv12FQ&screen=640x360',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=2931403.844563795',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Senegal',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9128604.404210947',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?id=2128110.589714537&res_id=e7rWyr2yD1OXI2-YKvR5ooHf28Vl-EICtz1pPH8-ctI',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=h5z1Y9eZZoJzx6PrQZjTKo-jLqPrn4XtTVRjIp5a81E&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?object_id=HfWRonzl2AuYECL4Dc8IihBO5WEHaBlOpoAY9xkTbO8&screen=480p',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=zD8jkCRhbBa27rJfYWSJEb-SqD4G7vRzNdAX4KrvyCw',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1359619.5739988966',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=vOfQQKOz8hUYQZ2vckBGweACWr6sA890KalFNthHuZI&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=oxXM888NZmQoCQNJ6bHmngqHsZokik3QYFz2gHxbR4o',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Western%20Sahara',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9043672.343245937&resource_id=Zqek3-1b0oT1zfq55VM7JL9GgFF9r0nrhenpnkXOX-k',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?id=3096295.8054563273',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=Hnoj-vNX791Fq_A7tckIB_6A42rWuUXRtFgTpNrhY-A&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/?id=9115768.389293151&filename=3C0ncVATJeGz8ujZW3h-MQW_NIOVxZRP7LEzND5YedE&res=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Franklyn&password=Peggy',\n",
       " 'http://127.0.0.1:5000/states/Pakistan?resource_id=UEn75TSNTM27IFcJ39kDMWzOZVaBY2uH2jQ6yzYsKqA&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3290753.027712021&resource=8UdvgE04bwM7ZQ6UsNFZqxD3CAd1N1R4fPXsaYInOw8&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1274617.660725842',\n",
       " 'http://127.0.0.1:5000/?id=6066617.72434151&resource=bpYcPML9hJUZm6f0HCjaGCQYn-OaqILI0ADBlRGoJ1s&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Amy.txtobject_id%3DtQ9uT_qD9fW25kTgsk7YdOYc3ppx7DG1HGc8nqcfYEE',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=I4myL-ln3-cHeZLxFf_IWa1DxgUrXwk5glTd2bBniQE',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?res_id=mb8KbeHe6Ikna9CJerO9gB0_zVn17M-AysopJQBi_UU',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/about/greet?id=595361.5520158814&resource=Mk-0p27lGDTqp2C6p5hayj0Q2_mph5aBHOkNlHKLNQw&res=360p',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=-K55k3MZQcM_viG5J6seee3uHouPXHQWhs-UdwICzmg&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=8549793.081806961&resource=ZTbPVEjmA_ZSct8hlrbPU7gDzEgas9x_TlhOgQ0k7AY&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/login/admin/password/zudtypoedtli',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=kqA9iIv-lQ6WTQi5jMDabKhZ4Ze8ZyEqSLONXFQYnE8&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/states/Togo?object_id=dbjGeA_Y71aAkOOg6K-PxX5v1Z-2XhRPPeZTBIbX_Ww',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=RobtLampe',\n",
       " 'http://127.0.0.1:5000/login/admin/password/dexeprnzmrhqftkk',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=6rW-oHWe8b9A83d7ib1ymff3a6l90l6JV7bm1eSZXXQ&ssize=480p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Croatia',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Barbados',\n",
       " 'http://127.0.0.1:5000/greet/Franklyn',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5128796.072573742&object_id=fTCyEy4ujjXIfzERXsDPxQJ6OISIHtj1OP4064FdUr0&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=JordanGreen',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4570834.049874033&resource=e0FwkiYquwdB9zuVmdukstJisJUkzkqmrn2i4aChQGw&res=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=ThomasDavies',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=1898687.7249657724&res_id=l5yT4HxKLoDGbKaulKhK_qY4TnEpM9kg3zlM3J3DKk4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4972$id=855240.4864389806&resource=yHVb9UcFFW52dRk8yfzp5KZjSz_vyOoOqkin5CwP4OU',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/login/admin/password/trqgwvusgwhsw',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8077925.889395465&res_id=HL8P-V3BRw079K2_2o_HEvwzmxVBxwMhlU3L8FWtJsE&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Matthew&password=Roberto',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Antarctica',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?filename=lBRkfcEiodqFDwkXhzG9yHqjse3_zDj9UidljTl75u4',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4086794.9390211226',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=MandiBoyd',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1103$file_id=mnkW-pfGqNYh95OEDrlqotf5lkBHC1qU62xLOhlxso8',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4373$id=7704445.212639423&file_id=i-LHziL83itPne68lVUecONUH6DR4vCkGd6Ih2wfvlU',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=ElmerSimpson',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=8640512.054779733&resource=rb3_MP1lesxk4Krq88I1Ntv232Gg-kh_uWUekYz0wBo',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7943131.642080371',\n",
       " 'http://127.0.0.1:5000/categories/check/all?file_id=lRm4R5QycDwi5LdxyFgtmKmHeGPnTcnDNbo1-pjEorU&res=854x480',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=2387868.997395842',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Qatar',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=6771814.934071957&filename=Qw60uHwHJqmWLYr4g1-IWuVLVP9RB8K2hsadz7Dr7lg&res=1440p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qzsoqugvweiqgtc',\n",
       " 'http://127.0.0.1:5000/states/Mongolia?filename=jvTSjsGA44JnUJ1Kj4gfPlZlzAvFQQqaCBsvVlmCcSw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=05TjpLsARSmRECUe-EWM_9HNGGcxvxKDCMUCN-4qgLY&res=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5658174.547381699&object_id=JJwxWdXOqylIoPYUl2sxqBhD8mkgSV71Z3y09xBGi3Y&screen=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/admin/password/cjyymzifauzsfcak',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtresource%3D4kDRkv2n_eoRinMVeEC4gJI-2p5u3Ogw94ndnA1PRL8',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?resource_id=HFnsYSJTBV33nHz9IdgEg6Fe3QLn8sJilWL32__IjcY&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=aeh7FtTn7yBHXytrLSzS6gTfBFFiexRjkEJ_LdHhk9w&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=ThomasReed',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7922404.865125058&object_id=5Crk9_XgrIDayVgTUzyN2NFAAw4n-iFO3mYhFStv7G8',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=599894.2604906873&resource=gfwD7pjxROooHesshyV--nEL4rjaTUzuZQwYvMQbPHE&res=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2705?id=6338098.899057152&filename=P1-mJ4qfFNclO0ciXd6AxNgktQe527DXIigBq7Tw6XM',\n",
       " 'http://127.0.0.1:5000/?id=9591088.5608394&res_id=cZXqwTPCdWL-V8_yjcukMRD3Sms2LlRPHHFW1yDvABw&screen=480p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/zniksxlfuzgve',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=VVcs0rxMJ8AG41iGfL7sJQEqHjfHNwpuxPxyNt5GVj4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5041$id=8837914.85305285',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Matthew&password=Gina',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10726$id=1962273.1458276499&resource=OZosMN3zWaZGmhaKIRSnj-zvWHpTyn0Fmgzv7XF-uHI',\n",
       " 'http://127.0.0.1:5000/?id=2157617.1225112947&resource=M322h2X3yqfJlEgs8dxzGOKsoRJj1UBHSmZQJrd12jo&screen=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=w3PZ2Gdi-QPMuqhG06MJ2PkDUp-c619tBG-aqejUHho&screen=720p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Luxembourg',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5269$id=6891634.71840927&file_id=QK1usAYJAYTV3JLylUBW9YCgEHo3biCbCluHB__kjtI&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/HI?id=9937241.204303548&file_id=yYHglA7ArPB4i1_RP6O9aEjFeI8DmKfqkYA898asDTI',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2983799.253692751&resource=Ys1JduL4e6TKxD-QIzhx0sJ_d1uSq77ko0Cmgwi7pdo',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/8?id=8648685.136268262&res_id=u30FjHGSsrHm8W6_cJSEJtHuIhyo2z6wSzcr5Yks7cQ',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=QuintonManning',\n",
       " 'http://127.0.0.1:5000/post/new?id=5952725.930112749&file_id=_amQyZbK-_T7F6ggRt-iToAnh9XZoSA1bXHLo-p2pvk',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=QuintonManning',\n",
       " 'http://127.0.0.1:5000/login/user?username=Kara&password=ChristineFlores',\n",
       " 'http://127.0.0.1:5000/post/new/?id=39100.263871450086&object_id=m1HfSq12wnDbn_1vlGdGPp-NlEhaFsfFqEiMOgzIBrI',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=vYeJAQKvFiE9mvqK54d4qmCzJ2_lTCmJW6gBS_ElgL0&res=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=JeanieJantzen',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5981$id=3676724.0680433144',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5676417.303839709&file_id=pZWU6iJSRPg7OKvqEBECeN94ST-WWTjV0Spcjeq3DAc&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=6759336.872227674&filename=nZMNMVY56_VxMqG16SpqI0Ml_Sciw89jshNBecuwyZA',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Netherlands',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=250191.35120747334&filename=x6EJ1E9vOgR2J22C1PZWZzbI9RdnKYgRGBKX67A8R3k&ssize=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=BruceWood',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4200795.489541564',\n",
       " 'http://127.0.0.1:5000/login/admin/password/pkgflyjobagkmc',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Diana',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Matthew',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9392081.153225332&res_id=tUp4XmGn0BjPatX8mwP-ZocpMzuyUzw-huCp0IxJtQw&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=ZtBmQxY2ze5h-6V6B_kiHSX44TpRENr99gUmMhvhxg4&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtfilename%3D4mFl52xRd9lwKKgZM_17pMgnigsFUsHe4ppomRTrONU',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1858802.3181458174&file_id=dbu0XkuiUivv_oQw2ahRDfGCpoOlxujN0Q7TSCUNiB4&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/post/new?file_id=9cF2lHhII55oo4lTbGGwqR4z7u5-h3s-ReIfM9uJTiw',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6603$id=6231643.740611657',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Frank&password=Frank',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtresource%3DtTXA9ec3rr6dPmwXodWPF0-Plz6AfM5pPRi4IeDcF88%26screen%3D360p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/?file_id=FSCEpI67HVdKmtRjojD9DWFfWxmR7Z7hpI8VrdyJf4M',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtfile_id%3DUgMgt1Z42A5EMk1stUpOdfAq2jlLdLZEpmnXBYAWKFs%26ssize%3D240p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mphnvgzyzypgpt',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=Ccg7nlwRh7Y8ayDBNAOpjQCIeIlvoNFoz67pM8_ShXU&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5621387.198492651',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8189$res_id=_3ZH539zgQQ6It9aW1Mg_ignaBzJz-2kf6Aqso83NaE&res=2160p',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Manuel',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Lloyd',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=MichaelHeller',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4419987.012534723&resource_id=iv3qILyrrTkezbJC_Sj-wfCfap77ypkUxh7kzdW9Wi8&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=Fu8FrS-yZoHyv57f3tTf38aJyHU9UBrutD0GpLm8vUY&screen=1440p',\n",
       " 'http://127.0.0.1:5000/states/Kara?res_id=xaxSNTBskbotHfwrT3SxgjTXqbr3bFwNDUz0vg_XX9Q&screen=640x360',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8272$id=4416631.273854073&filename=mD7cTAyvvh7J1Nzc3iLwfK5lv-bdVgJ_boI4aVQgnek&screen=1080p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2718123.142324866&filename=nKWOS7jzB1JOLu10SmTnpXSWXXNumxixWX0L711OYC0',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=CharlesDeal',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtfilename%3D0y1FW7u6N60V-H8DRrVH6vAx4oB6sm48IUPF8XbQxOg%26screen%3D720p',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1746$resource_id=C6JUlk2PIsaFA3HZv8ZF_h1LruL4RvixtL5Hl4KVtpA',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7084051.254894424',\n",
       " 'http://127.0.0.1:5000/states/Botswana?object_id=0nvheUaEVakb7XII27XR5eo5snFhkwjKI5pOD6kWyVk',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=DorothyGoldsmith',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Romania',\n",
       " 'http://127.0.0.1:5000/login/admin/password/tzezbbjuksr',\n",
       " 'http://127.0.0.1:5000/states/RI?id=7585230.171198757',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D9034704.902958889%26file_id%3DSD7artsPp6v62-kzWoMr1Fjqt-uxj2rYqD0k5Qs34ug',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9364$filename=3xhSW4sp6XKKFeZXzu4m1SlgE636Q6iQlkKqYPuvgtU',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtid%3D1502820.702727123%26object_id%3Dib_s8FnWgkkSqc6ELqVKRJEzGQmCVTB3lwwbFRLoHAc%26screen%3D1440p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Peggy',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=961848.1981330474',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Martinique',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Dominican%20Republic',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9761158.516250214&res_id=ObWd6hqT9iZCIZGYUiensUnWhIEBlPLAmT0DcE9PJLU&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=GI4Ad3OkJrJ693WUSGUFck4RlSpxrHo3wTnrR7ERrb0&screen=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5908857.472811257&res_id=dr3sPYcB0XD7gz86SHNknA6m432geE80BFDYa3mwY24&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=QjXA4umL2k-iRYWZl7172zGY_j6fJQaZd7TtZfA62aE&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=IuXQLE2MdbbMQ0Cap-tgEMDW7GqUNiakc3smR_66WM0&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=GmZcSzNSdBRMtoX4G5i9GTRtVrulyzRHIlW29SqcvlU&ssize=720p',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1427921.5661911955&file_id=U_NWnagXtZDQKoC2Ry1s5VtIX73kxdptWnBD3qI0BeE',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=665658.9038013339&filename=2DV7n6c2GmU3jB0dd9KwFfNaJnhck11PFBTWKOAMliY',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9564$file_id=MLpyWx7KHJvIfH6QquIu-aBuSFwv6trQdvI0NnNlwB8',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=3qlsUk2wGmO3W2hB1PlxCp-IQLo-Kl3v8B38zaSVilU&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=UDvg95CVgPZqiaeBM4E4ebl2M57Cm02rTVAgAT6pdcU',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtresource_id%3Dv_dlTX8Q9mwaR-XWjDN_KXGvtwVXXo-ONE_XO1_jNQ4%26res%3D640x360',\n",
       " 'http://127.0.0.1:5000/post/new?id=4738147.130848302&res_id=YA9S34w8CgBbgM6SdTLsHKPXp4jquF_k2IhsyDNug3Q',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Diana&password=Clifton',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=U1AwenD1E6EYc1t2snxXoWitOMs_s0Le7WYOMid2Mso&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=739109.165384536',\n",
       " 'http://127.0.0.1:5000/categories/check/number/5',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=NcTz2OiFJwH5oSbWG0dMobUtKfwIoksw3wq7SMkY28k&res=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Falkland%20Islands%20(Malvinas)',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Djibouti',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=t8IvuUoxMo31w07wI8aaMg2gugeYl4XyxpaOtZZIdlY',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6563242.090924023&object_id=hpS10tElF-Qa20gkEdVYQC8CMpzmMECAvZNcSAgStrY',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=WilliamRushing',\n",
       " 'http://127.0.0.1:5000/?filename=X9mCN-6udl8vJ0SCh3SIpFPu-Nb7cpMDyGtLoPf5Q20',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?filename=2RArzYhbqjBg6wzY_M8Y1PLGqAj8uAvT_GtgEIp-Bt0&res=480p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4192$id=5668888.033383226&filename=9PPYCjSwie2Ff8fpy4i9rdgtmGsDFqO8jX_PzH4svIQ',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=oKuCEQnbfGEvhsv3Gz7UygRpvPklxk8vu_cJ1LPGr9I&ssize=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=Ho3yrH6WYMRwvw6Fvfw8hcJF3ANdZ024cU0km30F1dI&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/post/new?id=9328409.926325507&object_id=xs0uiRMvunUtFsq25yDLzu-JwmNBlWL9q7Z_hs1kRX8&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5080?id=8922059.415039783',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=MartinRzeczycki',\n",
       " 'http://127.0.0.1:5000/login/admin/password/streikukpvijey',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=1236727.7593929397',\n",
       " 'http://127.0.0.1:5000/greet/Manuel',\n",
       " 'http://127.0.0.1:5000/?resource=Mb7ScrgfudlJ0c2YbNaJFRh_32mXdCFvsrDhNB2Wb3s',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/?id=1363607.4712837564',\n",
       " 'http://127.0.0.1:5000/states/Ecuador?id=7160428.855377658&file_id=dhHc1ajwEf40XRwNr1LN22bpRHK6N2Ej44L4MJtkIw4',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9256991.089254837&filename=YUSkRWH9Zvy8LukNAq9x3HtOpMoAJB8cLU1qpTBJELw&res=1280x720',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6637051.1827117875&resource_id=ZA5sxSLv3FkVWYYJzPj-RPhxryDonTdnzs3yoW66Fuw',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Ethel.txtres_id%3DsKz2DMNLfeiUDXIFGTY5tJfixKSAFNmiPPmMevQ4DGM',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Alice',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8149707.38932073&resource_id=m1lsuWSMHaWCmsNcPEGbDviMax3fnAp9X7y__lGrL3c',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtid%3D2167690.0970751797%26filename%3DMDaejnSP7v7yb8_4gAWVYxfyoH6I7rRi-R9F23clSjI%26res%3D640x360',\n",
       " 'http://127.0.0.1:5000/states/Montserrat?id=8551200.1137793&resource_id=G4GbUDIOHJRNgcGo7G1zrjuPYEdqvswpV0ajloWSrLc&res=1080p',\n",
       " 'http://127.0.0.1:5000/states/South%20Sudan?id=8414332.9683164',\n",
       " 'http://127.0.0.1:5000/post/new?id=1768778.1865587733',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10006$file_id=hQBmdWhWeyuiykr8hgSuyIHQPS-QN76xQsXwaQCeU0I&ssize=360p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=TExEHzNOT4iAHk1X5QrAUMAuUgb7gvbzwJp1Bh5JNec',\n",
       " 'http://127.0.0.1:5000/?id=1023467.5113310536',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=7355998.2737119775',\n",
       " ...]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adult_names.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Mozilla/5.0 (Windows NT 5.1; rv:31.0) Gecko/20100101 Firefox/31.0'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['request.headers.User-Agent'].iloc[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept</th>\n",
       "      <th>request.headers.Connection</th>\n",
       "      <th>request.headers.Accept-Language</th>\n",
       "      <th>request.headers.Sec-Fetch-Site</th>\n",
       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-User</th>\n",
       "      <th>request.headers.Sec-Fetch-Dest</th>\n",
       "      <th>request.headers.Set-Cookie</th>\n",
       "      <th>request.headers.Date</th>\n",
       "      <th>request.method</th>\n",
       "      <th>request.url</th>\n",
       "      <th>request.body</th>\n",
       "      <th>response.status</th>\n",
       "      <th>response.headers.Content-Type</th>\n",
       "      <th>response.headers.Content-Length</th>\n",
       "      <th>response.status_code</th>\n",
       "      <th>response.body</th>\n",
       "      <th>request.headers.Content-Length</th>\n",
       "      <th>response.headers.Location</th>\n",
       "      <th>request.headers.Cookie</th>\n",
       "      <th>response.headers.Set-Cookie</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...</td>\n",
       "      <td>Wed, 14 Dec 2022 23:59:27 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>48</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>RCE</td>\n",
       "      <td>Malware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:36:21 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/about/greet?id=8730419.2...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>93</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:40 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/static/download_txt/Inez...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>88</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:45:52 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/categories/check/all?res...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>871</td>\n",
       "      <td>200</td>\n",
       "      <td>[{\"category_id\": \"1\", \"category_name\": \"Bevera...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:48:06 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/id/4581?id=62...</td>\n",
       "      <td></td>\n",
       "      <td>404 NOT FOUND</td>\n",
       "      <td>application/json</td>\n",
       "      <td>31</td>\n",
       "      <td>404</td>\n",
       "      <td>{\"error\": \"Order ID not found\"}</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144495</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:49:47 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>34</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144496</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>python-requests/2.28.1</td>\n",
       "      <td>gzip, deflate</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/bookstore</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>41</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"message\": \"Welcome to the Book Store!\"}</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144497</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:04 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/Manuel</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>22</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144498</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:42:00 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/6</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>20</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144499</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:44:39 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/10</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>32</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>144500 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       request.headers.Host  \\\n",
       "0            127.0.0.1:5000   \n",
       "1            127.0.0.1:5000   \n",
       "2            127.0.0.1:5000   \n",
       "3            127.0.0.1:5000   \n",
       "4            127.0.0.1:5000   \n",
       "...                     ...   \n",
       "144495       127.0.0.1:5000   \n",
       "144496       127.0.0.1:5000   \n",
       "144497       127.0.0.1:5000   \n",
       "144498       127.0.0.1:5000   \n",
       "144499       127.0.0.1:5000   \n",
       "\n",
       "                               request.headers.User-Agent  \\\n",
       "0       Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...   \n",
       "1       Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...   \n",
       "2       Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "3       Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
       "4       Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...   \n",
       "...                                                   ...   \n",
       "144495  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...   \n",
       "144496                             python-requests/2.28.1   \n",
       "144497  Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...   \n",
       "144498  Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....   \n",
       "144499  Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "\n",
       "       request.headers.Accept-Encoding request.headers.Accept  \\\n",
       "0                    gzip, deflate, br                    */*   \n",
       "1                    gzip, deflate, br                    */*   \n",
       "2                    gzip, deflate, br                    */*   \n",
       "3                    gzip, deflate, br                    */*   \n",
       "4                    gzip, deflate, br                    */*   \n",
       "...                                ...                    ...   \n",
       "144495               gzip, deflate, br                    */*   \n",
       "144496                   gzip, deflate                    */*   \n",
       "144497               gzip, deflate, br                    */*   \n",
       "144498               gzip, deflate, br                    */*   \n",
       "144499               gzip, deflate, br                    */*   \n",
       "\n",
       "       request.headers.Connection request.headers.Accept-Language  \\\n",
       "0                      keep-alive                           de-CH   \n",
       "1                      keep-alive                  en-US,en;q=0.5   \n",
       "2                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "3                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "4                      keep-alive                              de   \n",
       "...                           ...                             ...   \n",
       "144495                 keep-alive                              de   \n",
       "144496                 keep-alive                            None   \n",
       "144497                 keep-alive                           de-CH   \n",
       "144498                 keep-alive                  en-US,en;q=0.5   \n",
       "144499                 keep-alive                           de-CH   \n",
       "\n",
       "       request.headers.Sec-Fetch-Site request.headers.Sec-Fetch-Mode  \\\n",
       "0                                none                    same-origin   \n",
       "1                                none                    same-origin   \n",
       "2                                none                      websocket   \n",
       "3                                none                      websocket   \n",
       "4                                none                      websocket   \n",
       "...                               ...                            ...   \n",
       "144495                           none                      websocket   \n",
       "144496                           None                           None   \n",
       "144497                           none                    same-origin   \n",
       "144498                           none                      websocket   \n",
       "144499                           none                      websocket   \n",
       "\n",
       "       request.headers.Sec-Fetch-User request.headers.Sec-Fetch-Dest  \\\n",
       "0                                  ?1                       document   \n",
       "1                                  ?1                       document   \n",
       "2                                  ?1                       document   \n",
       "3                                  ?1                       document   \n",
       "4                                  ?1                       document   \n",
       "...                               ...                            ...   \n",
       "144495                             ?1                       document   \n",
       "144496                           None                           None   \n",
       "144497                             ?1                       document   \n",
       "144498                             ?1                       document   \n",
       "144499                             ?1                       document   \n",
       "\n",
       "                               request.headers.Set-Cookie  \\\n",
       "0       ['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...   \n",
       "1       ['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...   \n",
       "2       ['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...   \n",
       "3       ['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...   \n",
       "4       ['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...   \n",
       "...                                                   ...   \n",
       "144495  ['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...   \n",
       "144496                                               None   \n",
       "144497  ['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...   \n",
       "144498  ['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...   \n",
       "144499  ['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...   \n",
       "\n",
       "                 request.headers.Date request.method  \\\n",
       "0       Wed, 14 Dec 2022 23:59:27 GMT            GET   \n",
       "1       Thu, 15 Dec 2022 00:36:21 GMT            GET   \n",
       "2       Thu, 15 Dec 2022 00:47:40 GMT            GET   \n",
       "3       Thu, 15 Dec 2022 00:45:52 GMT            GET   \n",
       "4       Thu, 15 Dec 2022 00:48:06 GMT            GET   \n",
       "...                               ...            ...   \n",
       "144495  Thu, 15 Dec 2022 00:49:47 GMT            GET   \n",
       "144496                           None            GET   \n",
       "144497  Thu, 15 Dec 2022 00:47:04 GMT            GET   \n",
       "144498  Thu, 15 Dec 2022 00:42:00 GMT            GET   \n",
       "144499  Thu, 15 Dec 2022 00:44:39 GMT            GET   \n",
       "\n",
       "                                              request.url request.body  \\\n",
       "0       http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...                \n",
       "1       http://127.0.0.1:5000/about/greet?id=8730419.2...                \n",
       "2       http://127.0.0.1:5000/static/download_txt/Inez...                \n",
       "3       http://127.0.0.1:5000/categories/check/all?res...                \n",
       "4       http://127.0.0.1:5000/orders/get/id/4581?id=62...                \n",
       "...                                                   ...          ...   \n",
       "144495  http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...                \n",
       "144496                    http://127.0.0.1:5000/bookstore                \n",
       "144497                 http://127.0.0.1:5000/greet/Manuel                \n",
       "144498          http://127.0.0.1:5000/orders/get/random/6                \n",
       "144499         http://127.0.0.1:5000/orders/get/random/10                \n",
       "\n",
       "       response.status response.headers.Content-Type  \\\n",
       "0               200 OK      text/html; charset=utf-8   \n",
       "1               200 OK      text/html; charset=utf-8   \n",
       "2               200 OK              application/json   \n",
       "3               200 OK              application/json   \n",
       "4        404 NOT FOUND              application/json   \n",
       "...                ...                           ...   \n",
       "144495          200 OK      text/html; charset=utf-8   \n",
       "144496          200 OK              application/json   \n",
       "144497          200 OK      text/html; charset=utf-8   \n",
       "144498          200 OK              application/json   \n",
       "144499          200 OK              application/json   \n",
       "\n",
       "       response.headers.Content-Length  response.status_code  \\\n",
       "0                                   48                   200   \n",
       "1                                   93                   200   \n",
       "2                                   88                   200   \n",
       "3                                  871                   200   \n",
       "4                                   31                   404   \n",
       "...                                ...                   ...   \n",
       "144495                              34                   200   \n",
       "144496                              41                   200   \n",
       "144497                              22                   200   \n",
       "144498                              20                   200   \n",
       "144499                              32                   200   \n",
       "\n",
       "                                            response.body  \\\n",
       "0                                text/html; charset=utf-8   \n",
       "1                                text/html; charset=utf-8   \n",
       "2       {\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...   \n",
       "3       [{\"category_id\": \"1\", \"category_name\": \"Bevera...   \n",
       "4                         {\"error\": \"Order ID not found\"}   \n",
       "...                                                   ...   \n",
       "144495                           text/html; charset=utf-8   \n",
       "144496          {\"message\": \"Welcome to the Book Store!\"}   \n",
       "144497                           text/html; charset=utf-8   \n",
       "144498                           [{}, {}, {}, {}, {}, {}]   \n",
       "144499           [{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]   \n",
       "\n",
       "       request.headers.Content-Length response.headers.Location  \\\n",
       "0                                None                      None   \n",
       "1                                None                      None   \n",
       "2                                None                      None   \n",
       "3                                None                      None   \n",
       "4                                None                      None   \n",
       "...                               ...                       ...   \n",
       "144495                           None                      None   \n",
       "144496                           None                      None   \n",
       "144497                           None                      None   \n",
       "144498                           None                      None   \n",
       "144499                           None                      None   \n",
       "\n",
       "       request.headers.Cookie response.headers.Set-Cookie attack_type    label  \n",
       "0                        None                        None         RCE  Malware  \n",
       "1                        None                        None      Benign   Benign  \n",
       "2                        None                        None      Benign   Benign  \n",
       "3                        None                        None      Benign   Benign  \n",
       "4                        None                        None      Benign   Benign  \n",
       "...                       ...                         ...         ...      ...  \n",
       "144495                   None                        None      Benign   Benign  \n",
       "144496                   None                        None      Benign   Benign  \n",
       "144497                   None                        None      Benign   Benign  \n",
       "144498                   None                        None      Benign   Benign  \n",
       "144499                   None                        None      Benign   Benign  \n",
       "\n",
       "[144500 rows x 26 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove all NAN columns or replace with desired string\n",
    "# This loop iterates over all of the column names which are all NaN\n",
    "for column in df.columns[df.isna().any()].tolist():\n",
    "    # df.drop(column, axis=1, inplace=True)\n",
    "    df[column] = df[column].fillna('None')\n",
    "    \n",
    "# If you want to detect columns that may have only some NaN values use this:\n",
    "# df.loc[:, df.isna().any()].tolist()\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['200 OK' '404 NOT FOUND' '500 INTERNAL SERVER ERROR' '401 UNAUTHORIZED'\n",
      " '308 PERMANENT REDIRECT' '400 BAD REQUEST' '302 FOUND']\n"
     ]
    }
   ],
   "source": [
    "print(df['response.status'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# URL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After an in-depth investigation of the data, I saw that the URL could be malicious, so I labeled the data as malicious according to what I saw could be phishing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scheme: The protocol name, usually http/https\n",
    "\n",
    "netloc: Contains the network location - which includes the domain itself (and subdomain if present), the port number, along with \n",
    "an optional credentials in form of username:password. Together it may take form of username:password@example.com:80.\n",
    "\n",
    "path: Contains information on how the specified resource needs to be accessed.\n",
    "\n",
    "params: Element which adds fine tuning to path. (optional)\n",
    "\n",
    "query: Another element adding fine grained access to the path in consideration. (optional)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib.parse import urlparse\n",
    "def change_url(df):\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).params != \"\":\n",
    "            return 1\n",
    "        return 0\n",
    "    df['params'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).path != \"\":\n",
    "                return 1\n",
    "        return 0\n",
    "    df['path'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).query != \"\":\n",
    "                return 1\n",
    "        return 0\n",
    "    df['query'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).netloc != \"\":\n",
    "            return 1\n",
    "        return 0\n",
    "    df['netloc'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).scheme != \"\":\n",
    "                return 1\n",
    "        return 0\n",
    "    df['scheme'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).path)\n",
    "    df['length1'] = df.apply(lambda row: categorize(row), axis=1)    \n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).query)\n",
    "    df['length2'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).netloc)\n",
    "    df['length3'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]))\n",
    "    df['length4'] = df.apply(lambda row: categorize(row), axis=1)    \n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).query)\n",
    "    df['length5'] = df.apply(lambda row: categorize(row), axis=1)   \n",
    "    \n",
    "    df['percent1'] = np.where(df['request.url'].str.contains(\"%\"), 1, 0)\n",
    "    df['percent2'] =np.where(df['request.url'].str.contains(\"%0A\"), 1, 0)\n",
    "    df['semicolon'] = np.where(df['request.url'].str.contains(\";\"), 1, 0)\n",
    "    df['dollar'] = np.where(df['request.url'].str.contains(\"$\"), 1, 0)\n",
    "    featurs= {\"request.headers.Sec-Fetch-Site\",\"request.headers.User-Agent\",\"request.headers.Sec-Fetch-Mode\",\"request.headers.Sec-Fetch-Dest\",\"request.headers.Set-Cookie\",\"request.headers.Accept-Encoding\",\"request.headers.Accept-Language\"}\n",
    "    def categorize(row):\n",
    "        featurs= {\"request.headers.Sec-Fetch-Site\",\"request.headers.User-Agent\",\"request.headers.Sec-Fetch-Mode\",\"request.headers.Sec-Fetch-Dest\",\"request.headers.Set-Cookie\",\"request.headers.Accept-Encoding\",\"request.headers.Accept-Language\"}\n",
    "        for i in featurs:\n",
    "            if \"script\" in i:\n",
    "                return 1\n",
    "            return 0\n",
    "    df['script'] = df.apply(lambda row: categorize(row), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "change_url(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept-Language</th>\n",
       "      <th>request.headers.Sec-Fetch-Site</th>\n",
       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-Dest</th>\n",
       "      <th>request.headers.Set-Cookie</th>\n",
       "      <th>request.method</th>\n",
       "      <th>request.url</th>\n",
       "      <th>response.status</th>\n",
       "      <th>response.headers.Content-Type</th>\n",
       "      <th>response.status_code</th>\n",
       "      <th>response.body</th>\n",
       "      <th>request.headers.Content-Length</th>\n",
       "      <th>response.headers.Location</th>\n",
       "      <th>request.headers.Cookie</th>\n",
       "      <th>response.headers.Set-Cookie</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>label</th>\n",
       "      <th>params</th>\n",
       "      <th>path</th>\n",
       "      <th>query</th>\n",
       "      <th>netloc</th>\n",
       "      <th>scheme</th>\n",
       "      <th>length1</th>\n",
       "      <th>length2</th>\n",
       "      <th>length3</th>\n",
       "      <th>length4</th>\n",
       "      <th>length5</th>\n",
       "      <th>percent1</th>\n",
       "      <th>percent2</th>\n",
       "      <th>semicolon</th>\n",
       "      <th>dollar</th>\n",
       "      <th>script</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26609</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>246</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8568</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>246</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72516</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2934</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25950</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51587</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5865</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   request.headers.Host  request.headers.User-Agent  \\\n",
       "0                     0                           6   \n",
       "1                     0                          24   \n",
       "2                     0                          30   \n",
       "3                     0                          28   \n",
       "4                     0                          22   \n",
       "\n",
       "   request.headers.Accept-Encoding  request.headers.Accept-Language  \\\n",
       "0                                0                                2   \n",
       "1                                0                                3   \n",
       "2                                0                                4   \n",
       "3                                0                                4   \n",
       "4                                0                                1   \n",
       "\n",
       "   request.headers.Sec-Fetch-Site  request.headers.Sec-Fetch-Mode  \\\n",
       "0                               0                               1   \n",
       "1                               0                               1   \n",
       "2                               0                               2   \n",
       "3                               0                               2   \n",
       "4                               0                               2   \n",
       "\n",
       "   request.headers.Sec-Fetch-Dest  request.headers.Set-Cookie  request.method  \\\n",
       "0                               0                           0               0   \n",
       "1                               0                           0               0   \n",
       "2                               0                           0               0   \n",
       "3                               0                           0               0   \n",
       "4                               0                           0               0   \n",
       "\n",
       "   request.url  response.status  response.headers.Content-Type  \\\n",
       "0        26609                0                              1   \n",
       "1         8568                0                              1   \n",
       "2        72516                0                              0   \n",
       "3        25950                0                              0   \n",
       "4        51587                5                              0   \n",
       "\n",
       "   response.status_code  response.body  request.headers.Content-Length  \\\n",
       "0                     0            246                              14   \n",
       "1                     0            246                              14   \n",
       "2                     0           2934                              14   \n",
       "3                     0              0                              14   \n",
       "4                     5           5865                              14   \n",
       "\n",
       "   response.headers.Location  request.headers.Cookie  \\\n",
       "0                          2                       0   \n",
       "1                          2                       0   \n",
       "2                          2                       0   \n",
       "3                          2                       0   \n",
       "4                          2                       0   \n",
       "\n",
       "   response.headers.Set-Cookie  attack_type  label  params  path  query  \\\n",
       "0                            0            5      1       0     0      0   \n",
       "1                            0            0      0       0     0      1   \n",
       "2                            0            0      0       0     0      0   \n",
       "3                            0            0      0       0     0      1   \n",
       "4                            0            0      0       0     0      1   \n",
       "\n",
       "   netloc  scheme  length1  length2  length3  length4  length5  percent1  \\\n",
       "0       0       0       63        0        0        0        0         1   \n",
       "1       0       0        5       81        0        0       81         0   \n",
       "2       0       0       58        0        0        0        0         1   \n",
       "3       0       0       14       56        0        0       56         0   \n",
       "4       0       0       12        9        0        0        9         0   \n",
       "\n",
       "   percent2  semicolon  dollar  script  \n",
       "0         0          0       0       0  \n",
       "1         0          0       0       0  \n",
       "2         0          0       0       0  \n",
       "3         0          0       0       0  \n",
       "4         0          0       0       0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from urllib.parse import urlparse\n",
    "COLUMNS_TO_REMOVE = ['request.headers.Date','request.headers.Accept',\n",
    "                     'response.headers.Content-Length',\n",
    "                     'request.headers.Sec-Fetch-User',\n",
    "                     'request.body','request.headers.Connection',\n",
    "                        ]\n",
    "\n",
    "# This is our main preprocessing function that will iterate over all of the chosen\n",
    "# columns and run some feature extraction models\n",
    "def vectorize_df(df):\n",
    "    df['request.headers.Accept-Encoding'] = np.where(df['request.headers.Accept-Encoding'].str.contains(\"jndi\"), 1, 0)\n",
    "    df['request.headers.Sec-Fetch-Dest'] = np.where(df['request.headers.Sec-Fetch-Dest'].str.contains(\"jndi:\"), 1, 0)\n",
    "    df['request.headers.Set-Cookie'] = np.where(df['request.headers.Set-Cookie'].str.contains(\"jndi\"), 1, 0)\n",
    "    df['request.headers.Sec-Fetch-Site'] = np.where(df['request.headers.Sec-Fetch-Site'].str.contains(\"jndi\"), 1, 0)\n",
    "    h_vec = HashingVectorizer(n_features=4)\n",
    "    le = LabelEncoder()\n",
    "    # Run LabelEncoder on all of the columns\n",
    "    for column in df.columns.tolist():\n",
    "        df[column] = le.fit_transform(df[column])\n",
    "    for column in COLUMNS_TO_REMOVE:\n",
    "        df.drop(column, axis=1, inplace=True)\n",
    "\n",
    "    return df\n",
    "\n",
    "df = vectorize_df(df)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0         26609\n",
      "1          8568\n",
      "2         72516\n",
      "3         25950\n",
      "4         51587\n",
      "          ...  \n",
      "144495     4370\n",
      "144496    20815\n",
      "144497    26625\n",
      "144498    54383\n",
      "144499    54373\n",
      "Name: request.url, Length: 144500, dtype: int32\n"
     ]
    }
   ],
   "source": [
    "print (df[\"request.url\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before:  (144500, 35)\n",
      "After:  (144500, 26)\n"
     ]
    }
   ],
   "source": [
    "# removing columns with the same values\n",
    "print(\"Before: \" ,df.shape)\n",
    "for col in df.columns:\n",
    "    if len(df[col].unique()) == 1:\n",
    "        # print(\"col drop: \",col)\n",
    "        df = df.drop(col,axis=1)\n",
    "\n",
    "print(\"After: \" ,df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 144500 entries, 0 to 144499\n",
      "Data columns (total 26 columns):\n",
      " #   Column                           Non-Null Count   Dtype\n",
      "---  ------                           --------------   -----\n",
      " 0   request.headers.User-Agent       144500 non-null  int32\n",
      " 1   request.headers.Accept-Encoding  144500 non-null  int64\n",
      " 2   request.headers.Accept-Language  144500 non-null  int32\n",
      " 3   request.headers.Sec-Fetch-Site   144500 non-null  int64\n",
      " 4   request.headers.Sec-Fetch-Mode   144500 non-null  int32\n",
      " 5   request.headers.Sec-Fetch-Dest   144500 non-null  int64\n",
      " 6   request.headers.Set-Cookie       144500 non-null  int64\n",
      " 7   request.method                   144500 non-null  int32\n",
      " 8   request.url                      144500 non-null  int32\n",
      " 9   response.status                  144500 non-null  int32\n",
      " 10  response.headers.Content-Type    144500 non-null  int32\n",
      " 11  response.status_code             144500 non-null  int64\n",
      " 12  response.body                    144500 non-null  int32\n",
      " 13  request.headers.Content-Length   144500 non-null  int32\n",
      " 14  response.headers.Location        144500 non-null  int32\n",
      " 15  request.headers.Cookie           144500 non-null  int32\n",
      " 16  response.headers.Set-Cookie      144500 non-null  int32\n",
      " 17  attack_type                      144500 non-null  int32\n",
      " 18  label                            144500 non-null  int32\n",
      " 19  query                            144500 non-null  int64\n",
      " 20  length1                          144500 non-null  int64\n",
      " 21  length2                          144500 non-null  int64\n",
      " 22  length5                          144500 non-null  int64\n",
      " 23  percent1                         144500 non-null  int64\n",
      " 24  percent2                         144500 non-null  int64\n",
      " 25  semicolon                        144500 non-null  int64\n",
      "dtypes: int32(14), int64(12)\n",
      "memory usage: 20.9 MB\n"
     ]
    }
   ],
   "source": [
    "# Memory check (For large datasets sometimes the dataframe will exceed the computers resources)\n",
    "df.info(memory_usage=\"deep\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['request.headers.User-Agent', 'request.headers.Accept-Encoding', 'request.headers.Accept-Language', 'request.headers.Sec-Fetch-Site', 'request.headers.Sec-Fetch-Mode', 'request.headers.Sec-Fetch-Dest', 'request.headers.Set-Cookie', 'request.method', 'request.url', 'response.status', 'response.headers.Content-Type', 'response.status_code', 'response.body', 'request.headers.Content-Length', 'response.headers.Location', 'request.headers.Cookie', 'response.headers.Set-Cookie', 'query', 'length1', 'length2', 'length5', 'percent1', 'percent2', 'semicolon']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "request.headers.User-Agent         int32\n",
       "request.headers.Accept-Encoding    int64\n",
       "request.headers.Accept-Language    int32\n",
       "request.headers.Sec-Fetch-Site     int64\n",
       "request.headers.Sec-Fetch-Mode     int32\n",
       "request.headers.Sec-Fetch-Dest     int64\n",
       "request.headers.Set-Cookie         int64\n",
       "request.method                     int32\n",
       "request.url                        int32\n",
       "response.status                    int32\n",
       "response.headers.Content-Type      int32\n",
       "response.status_code               int64\n",
       "response.body                      int32\n",
       "request.headers.Content-Length     int32\n",
       "response.headers.Location          int32\n",
       "request.headers.Cookie             int32\n",
       "response.headers.Set-Cookie        int32\n",
       "attack_type                        int32\n",
       "label                              int32\n",
       "query                              int64\n",
       "length1                            int64\n",
       "length2                            int64\n",
       "length5                            int64\n",
       "percent1                           int64\n",
       "percent2                           int64\n",
       "semicolon                          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Choose the right features\n",
    "# In our example code we choose all the columns as our feature this can be the right or wrong way to approach the model, you choose.\n",
    "\n",
    "features_list = df.columns.to_list()\n",
    "features_list.remove('label')\n",
    "features_list.remove('attack_type')\n",
    "print(features_list)\n",
    "\n",
    "# Recheck all datatype before training to see we don't have any objects in our features\n",
    "# In this example our model must get features containing only numbers so we recheck to see if we missed anything during preprocessing\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(118995, 24) (118995,)\n",
      "(25505, 24) (25505,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Counter({1: 16080, 0: 128420})"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data train and test split preparations. Here we will insert our feature list and label list.\n",
    "# Afterwards the data will be trained and fitted on the amazing XGBoost model\n",
    "# X_Train and y_Train will be used for training\n",
    "# X_test and y_test.T will be used for over fitting checking and overall score testing\n",
    "\n",
    "# We convert the feature list to a numpy array, this is required for the model fitting\n",
    "X = df[features_list].to_numpy()\n",
    "\n",
    "# This column is the desired prediction we will train our model on\n",
    "y = np.stack(df[test_type])\n",
    "\n",
    "# We split the dataset to train and test according to the required ration\n",
    "# Do not change the test_size -> you can change anything else\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1765, random_state=42, stratify=y)\n",
    "\n",
    "# We print the resulted datasets and count the difference \n",
    "print(X_train.shape, y_train.shape)\n",
    "print(X_test.shape, y_test.shape)\n",
    "counter = Counter(y)\n",
    "counter\n",
    "\n",
    "\n",
    "  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model choosing and fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 105753), (1, 13242)]\n"
     ]
    }
   ],
   "source": [
    "# We choose our model of choice and set it's hyper parameters you can change anything\n",
    "clf = RandomForestClassifier(n_estimators=150)\n",
    "\n",
    "# Train Model\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# Check data balance and variety\n",
    "print(sorted(Counter(y_train).items()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ResultPrintout(model):\n",
    "    # We print our results\n",
    "    sns.set(rc={'figure.figsize':(15,8)})\n",
    "    predictions = model.predict(X_test)\n",
    "    true_labels = y_test\n",
    "    model_matrix = confusion_matrix(true_labels, predictions)\n",
    "    model_report = classification_report(true_labels, predictions, digits=5)\n",
    "    heatmap = sns.heatmap(model_matrix, annot=True, cmap='Blues', fmt='g', \n",
    "                          xticklabels=np.unique(true_labels), \n",
    "                          yticklabels=np.unique(true_labels)) \n",
    "\n",
    "    # The heatmap is cool but this is the most important result\n",
    "    print(model_report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Result printout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99996   1.00000   0.99998     22667\n",
      "           1    1.00000   0.99965   0.99982      2838\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99998   0.99982   0.99990     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We print our results\n",
    "sns.set(rc={'figure.figsize':(15,8)})\n",
    "predictions = clf.predict(X_test)\n",
    "true_labels = y_test\n",
    "cf_matrix = confusion_matrix(true_labels, predictions)\n",
    "clf_report = classification_report(true_labels, predictions, digits=5)\n",
    "heatmap = sns.heatmap(cf_matrix, annot=True, cmap='Blues', fmt='g', \n",
    "                      xticklabels=np.unique(true_labels), \n",
    "                      yticklabels=np.unique(true_labels)) \n",
    "\n",
    "# The heatmap is cool but this is the most important result\n",
    "print(clf_report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\97252\\anaconda3\\lib\\site-packages\\xgboost\\compat.py:93: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
      "  from pandas import MultiIndex, Int64Index\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 105753), (1, 13242)]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000      2838\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "# We choose our model of choice and set it's hyper parameters you can change anything\n",
    "xg = xgb.XGBClassifier(objective=\"binary:logistic\", random_state=45)\n",
    "xg.fit(X_train, y_train)\n",
    "\n",
    "# Check data balance and variety\n",
    "print(sorted(Counter(y_train).items()))\n",
    "ResultPrintout(xg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTreeClassifier(class_weight='balanced', random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99996   1.00000   0.99998     22667\n",
      "           1    1.00000   0.99965   0.99982      2838\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99998   0.99982   0.99990     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n",
      "RandomForestClassifier(class_weight='balanced', random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000      2838\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n",
      "ExtraTreesClassifier(class_weight='balanced', random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99996   1.00000   0.99998     22667\n",
      "           1    1.00000   0.99965   0.99982      2838\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99998   0.99982   0.99990     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n",
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=2,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1, random_state=0,\n",
      "              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000      2838\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n",
      "LogisticRegression()\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.90365   0.99846   0.94869     22667\n",
      "           1    0.92391   0.14975   0.25773      2838\n",
      "\n",
      "    accuracy                        0.90402     25505\n",
      "   macro avg    0.91378   0.57410   0.60321     25505\n",
      "weighted avg    0.90591   0.90402   0.87181     25505\n",
      "\n",
      "HistGradientBoostingClassifier()\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000      2838\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n",
      "RandomForestClassifier(n_estimators=150)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99996   1.00000   0.99998     22667\n",
      "           1    1.00000   0.99965   0.99982      2838\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99998   0.99982   0.99990     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n",
      "GradientBoostingClassifier(random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000      2838\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n",
      "AdaBoostClassifier(random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99982   1.00000   0.99991     22667\n",
      "           1    1.00000   0.99859   0.99929      2838\n",
      "\n",
      "    accuracy                        0.99984     25505\n",
      "   macro avg    0.99991   0.99930   0.99960     25505\n",
      "weighted avg    0.99984   0.99984   0.99984     25505\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from timeit import timeit\n",
    "import xgboost \n",
    "import sklearn\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import RepeatedStratifiedKFold\n",
    "from sklearn.preprocessing import OneHotEncoder, LabelEncoder\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.compose import ColumnTransformer\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.linear_model import Perceptron\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.ensemble import HistGradientBoostingClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.ensemble import ExtraTreesClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "from sklearn.compose import make_column_selector as selector\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "Logistic_Regression =  LogisticRegression()\n",
    "\n",
    "Decision_Tree =DecisionTreeClassifier(random_state=42, class_weight='balanced')\n",
    "\n",
    "Random_Forest =  RandomForestClassifier(random_state=42, class_weight='balanced')\n",
    "\n",
    "Extra_Trees=  ExtraTreesClassifier(random_state=42, class_weight='balanced')\n",
    "\n",
    "Gradient_Boosting =  GradientBoostingClassifier(random_state=42)\n",
    "\n",
    "Hist_Gradient_Boosting =  HistGradientBoostingClassifier()\n",
    "\n",
    "AdaBoost = AdaBoostClassifier(random_state=42)\n",
    "\n",
    "clf=RandomForestClassifier(n_estimators= 150)\n",
    "\n",
    "# SVC =SVC(class_weight='balanced', random_state=42)\n",
    "\n",
    "\n",
    "xgb=xgboost.sklearn.XGBClassifier(max_depth=2)\n",
    "models={clf,xgb,Logistic_Regression,Decision_Tree,Random_Forest,Extra_Trees,Gradient_Boosting,Hist_Gradient_Boosting,AdaBoost}\n",
    "\n",
    "for model in models:   \n",
    "    # Train Model\n",
    "    model.fit(X_train, y_train)\n",
    "    print(model)\n",
    "    # # Check data balance and variety\n",
    "    ResultPrintout(model)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DecisionTreeClassifier(class_weight='balanced', random_state=42)\n",
      "99.99607920015683\n",
      "RandomForestClassifier(class_weight='balanced', random_state=42)\n",
      "100.0\n",
      "ExtraTreesClassifier(class_weight='balanced', random_state=42)\n",
      "99.99607920015683\n",
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=2,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1, random_state=0,\n",
      "              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n",
      "100.0\n",
      "LogisticRegression()\n",
      "90.40188198392472\n",
      "HistGradientBoostingClassifier()\n",
      "100.0\n",
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=6,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1, random_state=45,\n",
      "              reg_alpha=0, reg_lambda=1, scale_pos_weight=1, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n",
      "100.0\n",
      "RandomForestClassifier(n_estimators=150)\n",
      "99.99607920015683\n",
      "GradientBoostingClassifier(random_state=42)\n",
      "100.0\n",
      "AdaBoostClassifier(random_state=42)\n",
      "99.98431680062733\n",
      "-------\n",
      "100.0\n",
      "RandomForestClassifier(class_weight='balanced', random_state=42)\n"
     ]
    }
   ],
   "source": [
    "# https://scikit-learn.org/stable/modules/generated/sklearn.metrics.accuracy_score.html\n",
    "from sklearn.metrics import accuracy_score\n",
    "best=0\n",
    "m=None\n",
    "\n",
    "models={xg,clf,xgb,Gradient_Boosting,Logistic_Regression,Decision_Tree,Random_Forest,Extra_Trees,Gradient_Boosting,Hist_Gradient_Boosting,AdaBoost}\n",
    "for i in models:\n",
    "    print(i)\n",
    "    sns.set(rc={'figure.figsize':(15,8)})\n",
    "    predictions = i.predict(X_test)\n",
    "    true_labels = y_test\n",
    "    print(accuracy_score(true_labels, predictions)*100)\n",
    "    if accuracy_score(true_labels, predictions)*100 > best:\n",
    "        best=accuracy_score(true_labels, predictions)*100\n",
    "        m=i\n",
    "#         print(best)\n",
    "#         print(m)\n",
    "        \n",
    "print(\"-------\")\n",
    "print(best)\n",
    "print(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier(class_weight='balanced', random_state=42)\n"
     ]
    }
   ],
   "source": [
    "with open(f'./dataset_{str(dataset_number)}_val.json') as file:\n",
    "    raw_ds = json.load(file)\n",
    "test_df = pd.json_normalize(raw_ds, max_level=2)\n",
    "# Preprocess the validation dataset, remember that here you don't have the labels\n",
    "for column in test_df.columns[test_df.isna().any()].tolist():\n",
    "    #df.drop(column, axis=1, inplace=True)\n",
    "    test_df[column] = test_df[column].fillna('None')\n",
    "change_url(test_df)\n",
    "test_df = vectorize_df(test_df)\n",
    "\n",
    "# Predict with your model\n",
    "X = test_df[features_list].to_numpy()\n",
    "print(m)\n",
    "predictions = m.predict(X)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Print the result of the best algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000      2838\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ResultPrintout(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save my predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save your preditions\n",
    "enc = LabelEncoder()\n",
    "np.savetxt(f'./dataset_{str(dataset_number)}_{test_type}_result.txt', enc.fit_transform(predictions), fmt='%2d')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "vscode": {
   "interpreter": {
    "hash": "dca27059b152db865dddc081daf6ee342367340671c15704bb42fb4fcf7d14fd"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}